diff --git "a/ntu60_xsub/k_2/20240716_142137.log" "b/ntu60_xsub/k_2/20240716_142137.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/k_2/20240716_142137.log" @@ -0,0 +1,4965 @@ +2024-07-16 14:21:38,047 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2024-07-16 14:21:38,323 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/test_aclnet/ntu60_xsub/k_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module', + gcn_ratio=0.125, + gcn_ctr='T', + gcn_ada='T', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead', data_cfg='ntu60', num_classes=60, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2024-07-16 14:21:38,324 - pyskl - INFO - Set random seed to 1152723745, deterministic: False +2024-07-16 14:21:43,076 - pyskl - INFO - 40091 videos remain after valid thresholding +2024-07-16 14:21:50,506 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-16 14:21:50,512 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2 +2024-07-16 14:21:50,512 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2024-07-16 14:21:50,513 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-07-16 14:21:50,513 - pyskl - INFO - Checkpoints will be saved to /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2 by HardDiskBackend. +2024-07-16 14:22:31,237 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 18:30:28, time: 0.407, data_time: 0.176, memory: 6429, top1_acc: 0.0362, top5_acc: 0.1475, loss_cls: 4.5113, loss: 4.5113 +2024-07-16 14:22:53,872 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 9:03:32, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.0663, top5_acc: 0.2387, loss_cls: 4.2658, loss: 4.2658 +2024-07-16 14:23:16,830 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 6:01:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.0906, top5_acc: 0.2981, loss_cls: 4.0918, loss: 4.0918 +2024-07-16 14:23:39,742 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 4:28:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.1062, top5_acc: 0.3656, loss_cls: 3.9219, loss: 3.9219 +2024-07-16 14:24:02,639 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 3:33:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.1206, top5_acc: 0.4113, loss_cls: 3.7704, loss: 3.7704 +2024-07-16 14:24:25,453 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 2:55:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1369, top5_acc: 0.4344, loss_cls: 3.6444, loss: 3.6444 +2024-07-16 14:24:48,256 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 2:27:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1644, top5_acc: 0.4975, loss_cls: 3.4834, loss: 3.4834 +2024-07-16 14:25:11,123 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 2:07:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.1769, top5_acc: 0.5506, loss_cls: 3.3826, loss: 3.3826 +2024-07-16 14:25:33,973 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 1:51:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1919, top5_acc: 0.5719, loss_cls: 3.3083, loss: 3.3083 +2024-07-16 14:25:56,789 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 1:38:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.2150, top5_acc: 0.5881, loss_cls: 3.2330, loss: 3.2330 +2024-07-16 14:26:19,591 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 1:27:59, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.2356, top5_acc: 0.6412, loss_cls: 3.1129, loss: 3.1129 +2024-07-16 14:26:42,392 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 1:18:56, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.2412, top5_acc: 0.6375, loss_cls: 3.1192, loss: 3.1192 +2024-07-16 14:27:05,217 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 1:11:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.2531, top5_acc: 0.6663, loss_cls: 3.0193, loss: 3.0193 +2024-07-16 14:27:27,952 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 1:04:22, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.3025, top5_acc: 0.7344, loss_cls: 2.7973, loss: 2.7973 +2024-07-16 14:27:50,931 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 0:59:18, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.3175, top5_acc: 0.7431, loss_cls: 2.7142, loss: 2.7142 +2024-07-16 14:28:13,968 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 0:55:02, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.3137, top5_acc: 0.7525, loss_cls: 2.7757, loss: 2.7757 +2024-07-16 14:28:37,229 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 0:52:03, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.3331, top5_acc: 0.7538, loss_cls: 2.7273, loss: 2.7273 +2024-07-16 14:29:00,331 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 0:48:48, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.3300, top5_acc: 0.7431, loss_cls: 2.7369, loss: 2.7369 +2024-07-16 14:29:23,171 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 0:45:00, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.3669, top5_acc: 0.7844, loss_cls: 2.5679, loss: 2.5679 +2024-07-16 14:29:45,951 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 0:41:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.3638, top5_acc: 0.7875, loss_cls: 2.5370, loss: 2.5370 +2024-07-16 14:30:08,755 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 0:38:05, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.3994, top5_acc: 0.8275, loss_cls: 2.3790, loss: 2.3790 +2024-07-16 14:30:31,590 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 0:35:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.4294, top5_acc: 0.8237, loss_cls: 2.3555, loss: 2.3555 +2024-07-16 14:30:54,437 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 0:32:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.4050, top5_acc: 0.8237, loss_cls: 2.3898, loss: 2.3898 +2024-07-16 14:31:17,202 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 0:29:49, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.4256, top5_acc: 0.8356, loss_cls: 2.3645, loss: 2.3645 +2024-07-16 14:31:40,105 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 0:27:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4531, top5_acc: 0.8519, loss_cls: 2.2613, loss: 2.2613 +2024-07-16 14:31:41,903 - pyskl - INFO - Saving checkpoint at 1 epochs +2024-07-16 14:32:59,173 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 14:32:59,242 - pyskl - INFO - +top1_acc 0.4693 +top5_acc 0.8663 +2024-07-16 14:32:59,372 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2024-07-16 14:32:59,372 - pyskl - INFO - Best top1_acc is 0.4693 at 1 epoch. +2024-07-16 14:32:59,375 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4693, top5_acc: 0.8663 +2024-07-16 14:33:40,046 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 1:04:39, time: 0.407, data_time: 0.178, memory: 6429, top1_acc: 0.4556, top5_acc: 0.8469, loss_cls: 2.2362, loss: 2.2362 +2024-07-16 14:34:02,701 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 1:00:43, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.4525, top5_acc: 0.8394, loss_cls: 2.2801, loss: 2.2801 +2024-07-16 14:34:25,763 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 0:57:57, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.4838, top5_acc: 0.8675, loss_cls: 2.1650, loss: 2.1650 +2024-07-16 14:34:48,941 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 0:55:36, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.4863, top5_acc: 0.8781, loss_cls: 2.0965, loss: 2.0965 +2024-07-16 14:35:11,962 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 0:53:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.4706, top5_acc: 0.8538, loss_cls: 2.1656, loss: 2.1656 +2024-07-16 14:35:34,863 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 0:50:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5031, top5_acc: 0.8694, loss_cls: 2.0748, loss: 2.0748 +2024-07-16 14:35:57,777 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 0:47:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5044, top5_acc: 0.8700, loss_cls: 2.0728, loss: 2.0728 +2024-07-16 14:36:20,728 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 0:45:39, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5038, top5_acc: 0.8706, loss_cls: 2.0758, loss: 2.0758 +2024-07-16 14:36:43,609 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 0:43:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5050, top5_acc: 0.8781, loss_cls: 2.0745, loss: 2.0745 +2024-07-16 14:37:06,562 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 0:41:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5156, top5_acc: 0.8944, loss_cls: 2.0094, loss: 2.0094 +2024-07-16 14:37:29,743 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 0:39:42, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5456, top5_acc: 0.8906, loss_cls: 1.9737, loss: 1.9737 +2024-07-16 14:37:52,984 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 0:38:17, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5431, top5_acc: 0.8944, loss_cls: 1.9763, loss: 1.9763 +2024-07-16 14:38:16,171 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 0:36:50, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5494, top5_acc: 0.9075, loss_cls: 1.8639, loss: 1.8639 +2024-07-16 14:38:39,290 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 0:35:20, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5419, top5_acc: 0.8900, loss_cls: 1.9389, loss: 1.9389 +2024-07-16 14:39:02,464 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 0:33:59, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5437, top5_acc: 0.8981, loss_cls: 1.9205, loss: 1.9205 +2024-07-16 14:39:25,760 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 0:32:51, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.5763, top5_acc: 0.8881, loss_cls: 1.8690, loss: 1.8690 +2024-07-16 14:39:48,920 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 0:31:33, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5594, top5_acc: 0.8988, loss_cls: 1.8881, loss: 1.8881 +2024-07-16 14:40:11,909 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 0:30:04, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5837, top5_acc: 0.8956, loss_cls: 1.8598, loss: 1.8598 +2024-07-16 14:40:34,729 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:28:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5650, top5_acc: 0.9019, loss_cls: 1.8306, loss: 1.8306 +2024-07-16 14:40:57,501 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:26:41, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5650, top5_acc: 0.9050, loss_cls: 1.8703, loss: 1.8703 +2024-07-16 14:41:20,341 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:25:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5700, top5_acc: 0.9038, loss_cls: 1.8444, loss: 1.8444 +2024-07-16 14:41:43,131 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:23:35, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5663, top5_acc: 0.9031, loss_cls: 1.8589, loss: 1.8589 +2024-07-16 14:42:05,944 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:22:06, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5681, top5_acc: 0.9050, loss_cls: 1.7975, loss: 1.7975 +2024-07-16 14:42:28,950 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 0:20:54, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5969, top5_acc: 0.9231, loss_cls: 1.7118, loss: 1.7118 +2024-07-16 14:42:51,731 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 0:19:28, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5863, top5_acc: 0.9087, loss_cls: 1.7563, loss: 1.7563 +2024-07-16 14:42:53,564 - pyskl - INFO - Saving checkpoint at 2 epochs +2024-07-16 14:44:11,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 14:44:11,175 - pyskl - INFO - +top1_acc 0.5486 +top5_acc 0.8966 +2024-07-16 14:44:11,179 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_1.pth was removed +2024-07-16 14:44:11,309 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2024-07-16 14:44:11,310 - pyskl - INFO - Best top1_acc is 0.5486 at 2 epoch. +2024-07-16 14:44:11,312 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5486, top5_acc: 0.8966 +2024-07-16 14:44:52,091 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 0:38:05, time: 0.408, data_time: 0.181, memory: 6429, top1_acc: 0.6012, top5_acc: 0.9106, loss_cls: 1.7684, loss: 1.7684 +2024-07-16 14:45:14,850 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 0:36:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6106, top5_acc: 0.9206, loss_cls: 1.7169, loss: 1.7169 +2024-07-16 14:45:37,862 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 0:34:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6112, top5_acc: 0.9250, loss_cls: 1.6348, loss: 1.6348 +2024-07-16 14:46:00,738 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 0:33:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6219, top5_acc: 0.9175, loss_cls: 1.6388, loss: 1.6388 +2024-07-16 14:46:23,506 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 0:31:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6244, top5_acc: 0.9125, loss_cls: 1.6875, loss: 1.6875 +2024-07-16 14:46:46,199 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 0:30:04, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6350, top5_acc: 0.9287, loss_cls: 1.6210, loss: 1.6210 +2024-07-16 14:47:08,957 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:28:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6188, top5_acc: 0.9219, loss_cls: 1.6602, loss: 1.6602 +2024-07-16 14:47:31,694 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:26:59, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6188, top5_acc: 0.9231, loss_cls: 1.6583, loss: 1.6583 +2024-07-16 14:47:54,411 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:25:29, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6119, top5_acc: 0.9281, loss_cls: 1.6553, loss: 1.6553 +2024-07-16 14:48:17,223 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:24:06, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6200, top5_acc: 0.9331, loss_cls: 1.6368, loss: 1.6368 +2024-07-16 14:48:40,007 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:22:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6388, top5_acc: 0.9263, loss_cls: 1.5865, loss: 1.5865 +2024-07-16 14:49:02,847 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:21:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6569, top5_acc: 0.9237, loss_cls: 1.5568, loss: 1.5568 +2024-07-16 14:49:25,548 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:20:04, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6250, top5_acc: 0.9206, loss_cls: 1.6490, loss: 1.6490 +2024-07-16 14:49:48,286 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 0:18:44, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.6431, top5_acc: 0.9269, loss_cls: 1.5880, loss: 1.5880 +2024-07-16 14:50:11,341 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 0:17:45, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6356, top5_acc: 0.9244, loss_cls: 1.6492, loss: 1.6492 +2024-07-16 14:50:34,332 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 0:16:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6444, top5_acc: 0.9206, loss_cls: 1.6080, loss: 1.6080 +2024-07-16 14:50:57,360 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 0:15:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6400, top5_acc: 0.9213, loss_cls: 1.5985, loss: 1.5985 +2024-07-16 14:51:20,289 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 0:14:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6606, top5_acc: 0.9244, loss_cls: 1.5718, loss: 1.5718 +2024-07-16 14:51:43,288 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 0:13:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6544, top5_acc: 0.9319, loss_cls: 1.5376, loss: 1.5376 +2024-07-16 14:52:06,464 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 0:12:54, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6681, top5_acc: 0.9325, loss_cls: 1.5123, loss: 1.5123 +2024-07-16 14:52:29,541 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 0:12:02, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6663, top5_acc: 0.9256, loss_cls: 1.5235, loss: 1.5235 +2024-07-16 14:52:52,560 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 0:11:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6500, top5_acc: 0.9281, loss_cls: 1.5365, loss: 1.5365 +2024-07-16 14:53:15,585 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 0:10:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6450, top5_acc: 0.9294, loss_cls: 1.5679, loss: 1.5679 +2024-07-16 14:53:38,854 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 0:09:33, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6412, top5_acc: 0.9325, loss_cls: 1.5720, loss: 1.5720 +2024-07-16 14:54:02,035 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 0:08:49, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6631, top5_acc: 0.9337, loss_cls: 1.5104, loss: 1.5104 +2024-07-16 14:54:03,866 - pyskl - INFO - Saving checkpoint at 3 epochs +2024-07-16 14:55:21,190 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 14:55:21,272 - pyskl - INFO - +top1_acc 0.6619 +top5_acc 0.9362 +2024-07-16 14:55:21,277 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_2.pth was removed +2024-07-16 14:55:21,498 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2024-07-16 14:55:21,499 - pyskl - INFO - Best top1_acc is 0.6619 at 3 epoch. +2024-07-16 14:55:21,501 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6619, top5_acc: 0.9362 +2024-07-16 14:56:03,310 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:21:56, time: 0.418, data_time: 0.188, memory: 6429, top1_acc: 0.6687, top5_acc: 0.9463, loss_cls: 1.4446, loss: 1.4446 +2024-07-16 14:56:26,253 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 0:20:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6713, top5_acc: 0.9425, loss_cls: 1.4609, loss: 1.4609 +2024-07-16 14:56:49,360 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 0:19:53, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6706, top5_acc: 0.9375, loss_cls: 1.4985, loss: 1.4985 +2024-07-16 14:57:12,474 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 0:18:58, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6756, top5_acc: 0.9456, loss_cls: 1.4604, loss: 1.4604 +2024-07-16 14:57:35,353 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 0:17:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6613, top5_acc: 0.9400, loss_cls: 1.4657, loss: 1.4657 +2024-07-16 14:57:58,275 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 0:16:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6575, top5_acc: 0.9337, loss_cls: 1.4881, loss: 1.4881 +2024-07-16 14:58:21,369 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 0:15:56, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6581, top5_acc: 0.9300, loss_cls: 1.5412, loss: 1.5412 +2024-07-16 14:58:44,298 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 0:14:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6787, top5_acc: 0.9369, loss_cls: 1.4727, loss: 1.4727 +2024-07-16 14:59:07,213 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 0:13:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6919, top5_acc: 0.9394, loss_cls: 1.4167, loss: 1.4167 +2024-07-16 14:59:30,136 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 0:12:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6800, top5_acc: 0.9387, loss_cls: 1.4450, loss: 1.4450 +2024-07-16 14:59:53,106 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 0:12:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6819, top5_acc: 0.9406, loss_cls: 1.4569, loss: 1.4569 +2024-07-16 15:00:16,090 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 0:11:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6613, top5_acc: 0.9369, loss_cls: 1.4915, loss: 1.4915 +2024-07-16 15:00:39,098 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 0:10:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6488, top5_acc: 0.9244, loss_cls: 1.5521, loss: 1.5521 +2024-07-16 15:01:02,115 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 0:09:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6994, top5_acc: 0.9319, loss_cls: 1.4450, loss: 1.4450 +2024-07-16 15:01:25,097 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 0:08:28, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6744, top5_acc: 0.9394, loss_cls: 1.4362, loss: 1.4362 +2024-07-16 15:01:48,099 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 0:07:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6906, top5_acc: 0.9444, loss_cls: 1.3785, loss: 1.3785 +2024-07-16 15:02:11,039 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 0:06:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6837, top5_acc: 0.9500, loss_cls: 1.4054, loss: 1.4054 +2024-07-16 15:02:33,965 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 0:05:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6756, top5_acc: 0.9300, loss_cls: 1.4850, loss: 1.4850 +2024-07-16 15:02:56,939 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 0:05:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6687, top5_acc: 0.9481, loss_cls: 1.4082, loss: 1.4082 +2024-07-16 15:03:19,953 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 0:04:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6913, top5_acc: 0.9456, loss_cls: 1.3828, loss: 1.3828 +2024-07-16 15:03:42,966 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 0:03:23, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6438, top5_acc: 0.9325, loss_cls: 1.5509, loss: 1.5509 +2024-07-16 15:04:05,922 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 0:02:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6869, top5_acc: 0.9475, loss_cls: 1.4283, loss: 1.4283 +2024-07-16 15:04:28,926 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 0:01:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7006, top5_acc: 0.9531, loss_cls: 1.3896, loss: 1.3896 +2024-07-16 15:04:52,018 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 0:01:03, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6737, top5_acc: 0.9469, loss_cls: 1.4150, loss: 1.4150 +2024-07-16 15:05:14,978 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 0:00:15, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6894, top5_acc: 0.9525, loss_cls: 1.4164, loss: 1.4164 +2024-07-16 15:05:16,838 - pyskl - INFO - Saving checkpoint at 4 epochs +2024-07-16 15:06:34,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:06:34,584 - pyskl - INFO - +top1_acc 0.6975 +top5_acc 0.9437 +2024-07-16 15:06:34,588 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_3.pth was removed +2024-07-16 15:06:34,719 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2024-07-16 15:06:34,720 - pyskl - INFO - Best top1_acc is 0.6975 at 4 epoch. +2024-07-16 15:06:34,722 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6975, top5_acc: 0.9437 +2024-07-16 15:07:15,695 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 0:09:26, time: 0.410, data_time: 0.181, memory: 6429, top1_acc: 0.6969, top5_acc: 0.9450, loss_cls: 1.3564, loss: 1.3564 +2024-07-16 15:07:38,585 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 0:08:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7113, top5_acc: 0.9513, loss_cls: 1.3477, loss: 1.3477 +2024-07-16 15:08:01,447 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 0:07:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7037, top5_acc: 0.9525, loss_cls: 1.3624, loss: 1.3624 +2024-07-16 15:08:24,394 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 0:06:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7119, top5_acc: 0.9437, loss_cls: 1.3582, loss: 1.3582 +2024-07-16 15:08:47,305 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 0:05:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6987, top5_acc: 0.9456, loss_cls: 1.3673, loss: 1.3673 +2024-07-16 15:09:10,189 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 0:04:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7013, top5_acc: 0.9356, loss_cls: 1.3860, loss: 1.3860 +2024-07-16 15:09:33,149 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 0:04:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6963, top5_acc: 0.9500, loss_cls: 1.3411, loss: 1.3411 +2024-07-16 15:09:56,210 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 0:03:20, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7250, top5_acc: 0.9550, loss_cls: 1.3080, loss: 1.3080 +2024-07-16 15:10:19,317 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 0:02:35, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6863, top5_acc: 0.9319, loss_cls: 1.3930, loss: 1.3930 +2024-07-16 15:10:42,318 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 0:01:48, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7087, top5_acc: 0.9481, loss_cls: 1.3211, loss: 1.3211 +2024-07-16 15:11:05,386 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 0:01:03, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7031, top5_acc: 0.9513, loss_cls: 1.3302, loss: 1.3302 +2024-07-16 15:11:28,387 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 0:00:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6919, top5_acc: 0.9394, loss_cls: 1.3907, loss: 1.3907 +2024-07-16 15:11:51,348 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 23:59:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7019, top5_acc: 0.9569, loss_cls: 1.3221, loss: 1.3221 +2024-07-16 15:12:14,257 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 23:58:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7113, top5_acc: 0.9506, loss_cls: 1.2894, loss: 1.2894 +2024-07-16 15:12:37,177 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 23:57:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7119, top5_acc: 0.9550, loss_cls: 1.3060, loss: 1.3060 +2024-07-16 15:13:00,164 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 23:57:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7144, top5_acc: 0.9519, loss_cls: 1.2695, loss: 1.2695 +2024-07-16 15:13:23,202 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 23:56:24, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7137, top5_acc: 0.9519, loss_cls: 1.3184, loss: 1.3184 +2024-07-16 15:13:46,223 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 23:55:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7006, top5_acc: 0.9450, loss_cls: 1.3172, loss: 1.3172 +2024-07-16 15:14:09,263 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 23:54:58, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 1.3059, loss: 1.3059 +2024-07-16 15:14:32,342 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 23:54:17, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7056, top5_acc: 0.9475, loss_cls: 1.3385, loss: 1.3385 +2024-07-16 15:14:55,353 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 23:53:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7069, top5_acc: 0.9413, loss_cls: 1.3419, loss: 1.3419 +2024-07-16 15:15:18,330 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 23:52:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7100, top5_acc: 0.9469, loss_cls: 1.3112, loss: 1.3112 +2024-07-16 15:15:41,309 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 23:52:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7175, top5_acc: 0.9494, loss_cls: 1.3027, loss: 1.3027 +2024-07-16 15:16:04,382 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 23:51:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7206, top5_acc: 0.9469, loss_cls: 1.2957, loss: 1.2957 +2024-07-16 15:16:27,479 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 23:50:48, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 1.2811, loss: 1.2811 +2024-07-16 15:16:29,331 - pyskl - INFO - Saving checkpoint at 5 epochs +2024-07-16 15:17:47,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:17:47,383 - pyskl - INFO - +top1_acc 0.7349 +top5_acc 0.9494 +2024-07-16 15:17:47,387 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_4.pth was removed +2024-07-16 15:17:47,519 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2024-07-16 15:17:47,520 - pyskl - INFO - Best top1_acc is 0.7349 at 5 epoch. +2024-07-16 15:17:47,523 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7349, top5_acc: 0.9494 +2024-07-16 15:18:28,477 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 23:58:01, time: 0.409, data_time: 0.181, memory: 6429, top1_acc: 0.7131, top5_acc: 0.9531, loss_cls: 1.2686, loss: 1.2686 +2024-07-16 15:18:51,336 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 23:57:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7400, top5_acc: 0.9594, loss_cls: 1.2063, loss: 1.2063 +2024-07-16 15:19:14,202 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 23:56:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7113, top5_acc: 0.9556, loss_cls: 1.2644, loss: 1.2644 +2024-07-16 15:19:37,067 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 23:55:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7131, top5_acc: 0.9481, loss_cls: 1.3157, loss: 1.3157 +2024-07-16 15:20:00,054 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 23:54:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6987, top5_acc: 0.9494, loss_cls: 1.3385, loss: 1.3385 +2024-07-16 15:20:23,015 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 23:54:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7244, top5_acc: 0.9587, loss_cls: 1.2319, loss: 1.2319 +2024-07-16 15:20:45,918 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 23:53:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7338, top5_acc: 0.9569, loss_cls: 1.2242, loss: 1.2242 +2024-07-16 15:21:08,783 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 23:52:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7312, top5_acc: 0.9500, loss_cls: 1.2555, loss: 1.2555 +2024-07-16 15:21:31,824 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 23:51:51, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7169, top5_acc: 0.9506, loss_cls: 1.3001, loss: 1.3001 +2024-07-16 15:21:54,835 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 23:51:09, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7075, top5_acc: 0.9544, loss_cls: 1.3233, loss: 1.3233 +2024-07-16 15:22:17,758 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 23:50:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7063, top5_acc: 0.9513, loss_cls: 1.3395, loss: 1.3395 +2024-07-16 15:22:40,666 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 23:49:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7025, top5_acc: 0.9537, loss_cls: 1.3174, loss: 1.3174 +2024-07-16 15:23:03,591 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 23:48:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7131, top5_acc: 0.9456, loss_cls: 1.3175, loss: 1.3175 +2024-07-16 15:23:26,512 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 23:48:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9650, loss_cls: 1.1979, loss: 1.1979 +2024-07-16 15:23:49,453 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 23:47:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7325, top5_acc: 0.9481, loss_cls: 1.2747, loss: 1.2747 +2024-07-16 15:24:12,321 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 23:46:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7175, top5_acc: 0.9519, loss_cls: 1.2684, loss: 1.2684 +2024-07-16 15:24:35,221 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 23:46:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7350, top5_acc: 0.9469, loss_cls: 1.2958, loss: 1.2958 +2024-07-16 15:24:58,138 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 23:45:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7400, top5_acc: 0.9650, loss_cls: 1.1951, loss: 1.1951 +2024-07-16 15:25:20,991 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 23:44:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7063, top5_acc: 0.9531, loss_cls: 1.3164, loss: 1.3164 +2024-07-16 15:25:43,811 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 23:43:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 1.2551, loss: 1.2551 +2024-07-16 15:26:06,825 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 23:43:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7275, top5_acc: 0.9475, loss_cls: 1.2559, loss: 1.2559 +2024-07-16 15:26:29,725 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 23:42:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7312, top5_acc: 0.9506, loss_cls: 1.2366, loss: 1.2366 +2024-07-16 15:26:52,647 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 23:41:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9487, loss_cls: 1.2646, loss: 1.2646 +2024-07-16 15:27:15,640 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 23:41:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7312, top5_acc: 0.9631, loss_cls: 1.2005, loss: 1.2005 +2024-07-16 15:27:38,807 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 23:40:37, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7425, top5_acc: 0.9531, loss_cls: 1.2304, loss: 1.2304 +2024-07-16 15:27:40,620 - pyskl - INFO - Saving checkpoint at 6 epochs +2024-07-16 15:28:58,404 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:28:58,477 - pyskl - INFO - +top1_acc 0.6570 +top5_acc 0.9325 +2024-07-16 15:28:58,479 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6570, top5_acc: 0.9325 +2024-07-16 15:29:39,199 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 23:46:26, time: 0.407, data_time: 0.178, memory: 6429, top1_acc: 0.7300, top5_acc: 0.9531, loss_cls: 1.2194, loss: 1.2194 +2024-07-16 15:30:02,187 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 23:45:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7306, top5_acc: 0.9550, loss_cls: 1.2522, loss: 1.2522 +2024-07-16 15:30:25,214 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 23:45:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 1.2208, loss: 1.2208 +2024-07-16 15:30:48,226 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 23:44:25, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 1.2103, loss: 1.2103 +2024-07-16 15:31:11,317 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 23:43:47, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7300, top5_acc: 0.9625, loss_cls: 1.1604, loss: 1.1604 +2024-07-16 15:31:34,431 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 23:43:09, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7225, top5_acc: 0.9519, loss_cls: 1.2371, loss: 1.2371 +2024-07-16 15:31:57,517 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 23:42:32, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9663, loss_cls: 1.1595, loss: 1.1595 +2024-07-16 15:32:20,620 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 23:41:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7419, top5_acc: 0.9606, loss_cls: 1.2042, loss: 1.2042 +2024-07-16 15:32:43,750 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 23:41:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 1.2506, loss: 1.2506 +2024-07-16 15:33:06,814 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 23:40:40, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7312, top5_acc: 0.9600, loss_cls: 1.2046, loss: 1.2046 +2024-07-16 15:33:29,756 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 23:40:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7219, top5_acc: 0.9556, loss_cls: 1.2622, loss: 1.2622 +2024-07-16 15:33:52,768 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 23:39:21, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7394, top5_acc: 0.9544, loss_cls: 1.2200, loss: 1.2200 +2024-07-16 15:34:15,701 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 23:38:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7312, top5_acc: 0.9563, loss_cls: 1.2324, loss: 1.2324 +2024-07-16 15:34:38,662 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 23:38:02, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7469, top5_acc: 0.9681, loss_cls: 1.1293, loss: 1.1293 +2024-07-16 15:35:01,648 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 23:37:23, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7212, top5_acc: 0.9456, loss_cls: 1.2969, loss: 1.2969 +2024-07-16 15:35:24,686 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 23:36:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 1.1451, loss: 1.1451 +2024-07-16 15:35:47,657 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 23:36:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7369, top5_acc: 0.9569, loss_cls: 1.1819, loss: 1.1819 +2024-07-16 15:36:10,596 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 23:35:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7250, top5_acc: 0.9487, loss_cls: 1.2644, loss: 1.2644 +2024-07-16 15:36:33,628 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 23:34:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 1.2484, loss: 1.2484 +2024-07-16 15:36:56,611 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 23:34:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9581, loss_cls: 1.2099, loss: 1.2099 +2024-07-16 15:37:19,653 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 23:33:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7344, top5_acc: 0.9544, loss_cls: 1.2074, loss: 1.2074 +2024-07-16 15:37:42,740 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 23:33:03, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9575, loss_cls: 1.1616, loss: 1.1616 +2024-07-16 15:38:05,733 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 23:32:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7500, top5_acc: 0.9625, loss_cls: 1.1816, loss: 1.1816 +2024-07-16 15:38:28,745 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 23:31:49, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7338, top5_acc: 0.9481, loss_cls: 1.2280, loss: 1.2280 +2024-07-16 15:38:51,728 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 23:31:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7394, top5_acc: 0.9619, loss_cls: 1.1957, loss: 1.1957 +2024-07-16 15:38:53,513 - pyskl - INFO - Saving checkpoint at 7 epochs +2024-07-16 15:40:11,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:40:11,307 - pyskl - INFO - +top1_acc 0.7217 +top5_acc 0.9467 +2024-07-16 15:40:11,309 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7217, top5_acc: 0.9467 +2024-07-16 15:40:52,286 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 23:36:11, time: 0.410, data_time: 0.181, memory: 6429, top1_acc: 0.7312, top5_acc: 0.9513, loss_cls: 1.2193, loss: 1.2193 +2024-07-16 15:41:15,307 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 23:35:33, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 1.1491, loss: 1.1491 +2024-07-16 15:41:38,214 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 23:34:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9669, loss_cls: 1.1674, loss: 1.1674 +2024-07-16 15:42:01,231 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 23:34:15, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9644, loss_cls: 1.1458, loss: 1.1458 +2024-07-16 15:42:24,243 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 23:33:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 1.0992, loss: 1.0992 +2024-07-16 15:42:47,150 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 23:32:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 1.1520, loss: 1.1520 +2024-07-16 15:43:10,134 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 23:32:21, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 1.2304, loss: 1.2304 +2024-07-16 15:43:33,150 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 23:31:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 1.1615, loss: 1.1615 +2024-07-16 15:43:56,115 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 23:31:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9606, loss_cls: 1.1215, loss: 1.1215 +2024-07-16 15:44:18,983 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 23:30:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9537, loss_cls: 1.1701, loss: 1.1701 +2024-07-16 15:44:42,045 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 23:29:51, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9594, loss_cls: 1.1920, loss: 1.1920 +2024-07-16 15:45:05,129 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:29:16, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 1.1819, loss: 1.1819 +2024-07-16 15:45:28,201 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:28:41, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7494, top5_acc: 0.9656, loss_cls: 1.1381, loss: 1.1381 +2024-07-16 15:45:51,255 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:28:06, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9613, loss_cls: 1.1268, loss: 1.1268 +2024-07-16 15:46:14,381 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:27:32, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 1.1944, loss: 1.1944 +2024-07-16 15:46:37,460 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:26:57, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 1.1835, loss: 1.1835 +2024-07-16 15:47:00,501 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:26:22, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9656, loss_cls: 1.1636, loss: 1.1636 +2024-07-16 15:47:23,444 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:25:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 1.1786, loss: 1.1786 +2024-07-16 15:47:46,412 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:25:09, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7431, top5_acc: 0.9613, loss_cls: 1.1422, loss: 1.1422 +2024-07-16 15:48:09,370 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:24:33, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 1.1884, loss: 1.1884 +2024-07-16 15:48:32,327 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:23:57, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7556, top5_acc: 0.9569, loss_cls: 1.1394, loss: 1.1394 +2024-07-16 15:48:55,250 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 23:23:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9631, loss_cls: 1.1360, loss: 1.1360 +2024-07-16 15:49:18,157 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 23:22:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 1.1621, loss: 1.1621 +2024-07-16 15:49:41,028 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 23:22:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7462, top5_acc: 0.9613, loss_cls: 1.1854, loss: 1.1854 +2024-07-16 15:50:04,238 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 23:21:35, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9644, loss_cls: 1.1420, loss: 1.1420 +2024-07-16 15:50:06,014 - pyskl - INFO - Saving checkpoint at 8 epochs +2024-07-16 15:51:23,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:51:23,636 - pyskl - INFO - +top1_acc 0.7372 +top5_acc 0.9582 +2024-07-16 15:51:23,640 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_5.pth was removed +2024-07-16 15:51:23,769 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2024-07-16 15:51:23,769 - pyskl - INFO - Best top1_acc is 0.7372 at 8 epoch. +2024-07-16 15:51:23,771 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7372, top5_acc: 0.9582 +2024-07-16 15:52:05,161 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:25:58, time: 0.414, data_time: 0.184, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 1.0985, loss: 1.0985 +2024-07-16 15:52:28,105 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:25:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 1.1259, loss: 1.1259 +2024-07-16 15:52:51,149 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:24:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 1.1248, loss: 1.1248 +2024-07-16 15:53:14,028 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:24:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 1.1244, loss: 1.1244 +2024-07-16 15:53:36,791 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 23:23:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 1.0903, loss: 1.0903 +2024-07-16 15:54:00,079 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 23:22:57, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7450, top5_acc: 0.9594, loss_cls: 1.1934, loss: 1.1934 +2024-07-16 15:54:23,042 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 23:22:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 1.1907, loss: 1.1907 +2024-07-16 15:54:45,898 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 23:21:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9587, loss_cls: 1.1396, loss: 1.1396 +2024-07-16 15:55:08,825 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 23:21:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9600, loss_cls: 1.1230, loss: 1.1230 +2024-07-16 15:55:31,999 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 23:20:34, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9731, loss_cls: 1.0594, loss: 1.0594 +2024-07-16 15:55:55,101 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 23:20:00, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 1.1099, loss: 1.1099 +2024-07-16 15:56:18,269 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 23:19:28, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 1.0682, loss: 1.0682 +2024-07-16 15:56:41,269 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 23:18:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7431, top5_acc: 0.9663, loss_cls: 1.1554, loss: 1.1554 +2024-07-16 15:57:04,269 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 23:18:18, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 1.1712, loss: 1.1712 +2024-07-16 15:57:27,215 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 23:17:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 1.0931, loss: 1.0931 +2024-07-16 15:57:50,266 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 23:17:09, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9669, loss_cls: 1.0862, loss: 1.0862 +2024-07-16 15:58:13,257 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 23:16:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 1.1074, loss: 1.1074 +2024-07-16 15:58:36,226 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 23:15:59, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7356, top5_acc: 0.9544, loss_cls: 1.2287, loss: 1.2287 +2024-07-16 15:58:59,200 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 23:15:25, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7450, top5_acc: 0.9587, loss_cls: 1.1309, loss: 1.1309 +2024-07-16 15:59:22,246 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 23:14:51, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9594, loss_cls: 1.1369, loss: 1.1369 +2024-07-16 15:59:45,198 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 23:14:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7575, top5_acc: 0.9606, loss_cls: 1.1247, loss: 1.1247 +2024-07-16 16:00:08,257 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 23:13:43, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9712, loss_cls: 1.0859, loss: 1.0859 +2024-07-16 16:00:31,368 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 23:13:11, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9531, loss_cls: 1.2299, loss: 1.2299 +2024-07-16 16:00:54,382 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 23:12:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9625, loss_cls: 1.1087, loss: 1.1087 +2024-07-16 16:01:17,447 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 23:12:05, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9644, loss_cls: 1.1052, loss: 1.1052 +2024-07-16 16:01:19,223 - pyskl - INFO - Saving checkpoint at 9 epochs +2024-07-16 16:02:37,058 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:02:37,127 - pyskl - INFO - +top1_acc 0.7167 +top5_acc 0.9456 +2024-07-16 16:02:37,129 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7167, top5_acc: 0.9456 +2024-07-16 16:03:18,462 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 23:15:54, time: 0.413, data_time: 0.184, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9719, loss_cls: 1.0286, loss: 1.0286 +2024-07-16 16:03:41,372 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 23:15:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7562, top5_acc: 0.9600, loss_cls: 1.1342, loss: 1.1342 +2024-07-16 16:04:04,249 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 23:14:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 1.0276, loss: 1.0276 +2024-07-16 16:04:27,174 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 23:14:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 1.0669, loss: 1.0669 +2024-07-16 16:04:50,079 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 23:13:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 1.0849, loss: 1.0849 +2024-07-16 16:05:12,965 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 23:12:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9656, loss_cls: 1.1215, loss: 1.1215 +2024-07-16 16:05:35,824 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 23:12:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9644, loss_cls: 1.0904, loss: 1.0904 +2024-07-16 16:05:58,726 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 23:11:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9587, loss_cls: 1.1244, loss: 1.1244 +2024-07-16 16:06:21,687 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 23:11:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 1.1114, loss: 1.1114 +2024-07-16 16:06:44,708 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 23:10:33, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9644, loss_cls: 1.1022, loss: 1.1022 +2024-07-16 16:07:07,730 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 23:10:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 1.0847, loss: 1.0847 +2024-07-16 16:07:30,741 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 23:09:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 1.0941, loss: 1.0941 +2024-07-16 16:07:53,725 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 23:08:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 1.1069, loss: 1.1069 +2024-07-16 16:08:16,718 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 23:08:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9675, loss_cls: 1.1125, loss: 1.1125 +2024-07-16 16:08:39,722 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 23:07:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 1.1760, loss: 1.1760 +2024-07-16 16:09:02,644 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 23:07:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9694, loss_cls: 1.0974, loss: 1.0974 +2024-07-16 16:09:25,538 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 23:06:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7381, top5_acc: 0.9675, loss_cls: 1.1442, loss: 1.1442 +2024-07-16 16:09:48,473 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 23:06:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 1.0909, loss: 1.0909 +2024-07-16 16:10:11,408 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 23:05:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9644, loss_cls: 1.0870, loss: 1.0870 +2024-07-16 16:10:34,372 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 23:04:55, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9644, loss_cls: 1.0935, loss: 1.0935 +2024-07-16 16:10:57,323 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 23:04:21, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 1.1133, loss: 1.1133 +2024-07-16 16:11:20,249 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 23:03:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9625, loss_cls: 1.0884, loss: 1.0884 +2024-07-16 16:11:43,278 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 23:03:15, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9606, loss_cls: 1.0852, loss: 1.0852 +2024-07-16 16:12:06,303 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 23:02:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 1.0694, loss: 1.0694 +2024-07-16 16:12:29,303 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 23:02:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 1.0441, loss: 1.0441 +2024-07-16 16:12:31,056 - pyskl - INFO - Saving checkpoint at 10 epochs +2024-07-16 16:13:48,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:13:48,942 - pyskl - INFO - +top1_acc 0.7531 +top5_acc 0.9613 +2024-07-16 16:13:48,946 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_8.pth was removed +2024-07-16 16:13:49,075 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2024-07-16 16:13:49,076 - pyskl - INFO - Best top1_acc is 0.7531 at 10 epoch. +2024-07-16 16:13:49,078 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7531, top5_acc: 0.9613 +2024-07-16 16:14:30,371 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 23:05:31, time: 0.413, data_time: 0.184, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9688, loss_cls: 1.0622, loss: 1.0622 +2024-07-16 16:14:53,171 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 23:04:55, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 1.0281, loss: 1.0281 +2024-07-16 16:15:15,935 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 23:04:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 0.9991, loss: 0.9991 +2024-07-16 16:15:38,791 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 23:03:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 0.9955, loss: 0.9955 +2024-07-16 16:16:01,661 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 23:03:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 1.0261, loss: 1.0261 +2024-07-16 16:16:24,503 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 23:02:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9600, loss_cls: 1.1372, loss: 1.1372 +2024-07-16 16:16:47,344 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 23:01:58, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 1.0468, loss: 1.0468 +2024-07-16 16:17:10,226 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 23:01:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 1.0249, loss: 1.0249 +2024-07-16 16:17:33,046 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 23:00:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 1.0514, loss: 1.0514 +2024-07-16 16:17:56,078 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 23:00:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9600, loss_cls: 1.1109, loss: 1.1109 +2024-07-16 16:18:19,091 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 22:59:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 1.0488, loss: 1.0488 +2024-07-16 16:18:42,021 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 22:59:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9631, loss_cls: 1.1081, loss: 1.1081 +2024-07-16 16:19:05,027 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 22:58:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 1.0424, loss: 1.0424 +2024-07-16 16:19:28,135 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 22:58:06, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 1.1250, loss: 1.1250 +2024-07-16 16:19:51,144 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 22:57:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9756, loss_cls: 1.0288, loss: 1.0288 +2024-07-16 16:20:14,031 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 22:57:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 1.0202, loss: 1.0202 +2024-07-16 16:20:36,863 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 22:56:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9744, loss_cls: 1.0340, loss: 1.0340 +2024-07-16 16:20:59,818 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 22:55:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9706, loss_cls: 1.0746, loss: 1.0746 +2024-07-16 16:21:22,727 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 22:55:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7525, top5_acc: 0.9613, loss_cls: 1.1165, loss: 1.1165 +2024-07-16 16:21:45,674 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 22:54:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 1.0297, loss: 1.0297 +2024-07-16 16:22:08,586 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 22:54:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9681, loss_cls: 1.0653, loss: 1.0653 +2024-07-16 16:22:31,461 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 22:53:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9625, loss_cls: 1.0799, loss: 1.0799 +2024-07-16 16:22:54,321 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 22:53:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9675, loss_cls: 1.0418, loss: 1.0418 +2024-07-16 16:23:17,231 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 22:52:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.0577, loss: 1.0577 +2024-07-16 16:23:40,167 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 22:52:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 1.0909, loss: 1.0909 +2024-07-16 16:23:41,947 - pyskl - INFO - Saving checkpoint at 11 epochs +2024-07-16 16:24:59,437 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:24:59,504 - pyskl - INFO - +top1_acc 0.7611 +top5_acc 0.9583 +2024-07-16 16:24:59,508 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_10.pth was removed +2024-07-16 16:24:59,637 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2024-07-16 16:24:59,637 - pyskl - INFO - Best top1_acc is 0.7611 at 11 epoch. +2024-07-16 16:24:59,639 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7611, top5_acc: 0.9583 +2024-07-16 16:25:40,407 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 22:54:54, time: 0.408, data_time: 0.180, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 1.0363, loss: 1.0363 +2024-07-16 16:26:03,184 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 22:54:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9656, loss_cls: 1.0507, loss: 1.0507 +2024-07-16 16:26:26,087 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 22:53:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 1.0166, loss: 1.0166 +2024-07-16 16:26:48,981 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 22:53:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 1.0317, loss: 1.0317 +2024-07-16 16:27:11,855 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 22:52:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9637, loss_cls: 1.0803, loss: 1.0803 +2024-07-16 16:27:34,730 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 22:52:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 0.9944, loss: 0.9944 +2024-07-16 16:27:57,645 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 22:51:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 1.0475, loss: 1.0475 +2024-07-16 16:28:20,645 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 22:51:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 1.0485, loss: 1.0485 +2024-07-16 16:28:43,638 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 22:50:28, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9744, loss_cls: 1.0306, loss: 1.0306 +2024-07-16 16:29:06,749 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 22:49:57, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 1.0875, loss: 1.0875 +2024-07-16 16:29:29,818 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 22:49:26, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9663, loss_cls: 1.0510, loss: 1.0510 +2024-07-16 16:29:52,704 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 22:48:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 0.9633, loss: 0.9633 +2024-07-16 16:30:15,577 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 22:48:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 0.9839, loss: 0.9839 +2024-07-16 16:30:38,451 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 22:47:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9675, loss_cls: 1.1093, loss: 1.1093 +2024-07-16 16:31:01,465 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 22:47:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 1.0245, loss: 1.0245 +2024-07-16 16:31:24,411 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 22:46:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 1.0621, loss: 1.0621 +2024-07-16 16:31:47,610 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 22:46:15, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9688, loss_cls: 1.0140, loss: 1.0140 +2024-07-16 16:32:10,617 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 22:45:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9625, loss_cls: 1.0731, loss: 1.0731 +2024-07-16 16:32:33,590 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 22:45:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 1.0614, loss: 1.0614 +2024-07-16 16:32:56,587 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 22:44:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 0.9212, loss: 0.9212 +2024-07-16 16:33:19,600 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 22:44:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 0.9977, loss: 0.9977 +2024-07-16 16:33:42,528 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 22:43:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 1.0785, loss: 1.0785 +2024-07-16 16:34:05,394 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 22:43:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.0565, loss: 1.0565 +2024-07-16 16:34:28,271 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 22:42:33, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 1.0403, loss: 1.0403 +2024-07-16 16:34:51,250 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 22:42:02, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 1.0124, loss: 1.0124 +2024-07-16 16:34:53,048 - pyskl - INFO - Saving checkpoint at 12 epochs +2024-07-16 16:36:10,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:36:10,750 - pyskl - INFO - +top1_acc 0.7490 +top5_acc 0.9535 +2024-07-16 16:36:10,752 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7490, top5_acc: 0.9535 +2024-07-16 16:36:51,923 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 22:44:41, time: 0.412, data_time: 0.181, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 0.9793, loss: 0.9793 +2024-07-16 16:37:14,800 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 22:44:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 1.0095, loss: 1.0095 +2024-07-16 16:37:37,708 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 22:43:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 0.9382, loss: 0.9382 +2024-07-16 16:38:00,581 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 22:43:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 1.0744, loss: 1.0744 +2024-07-16 16:38:23,363 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 22:42:29, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9750, loss_cls: 0.9596, loss: 0.9596 +2024-07-16 16:38:46,176 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 22:41:56, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 1.0508, loss: 1.0508 +2024-07-16 16:39:09,050 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 22:41:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9681, loss_cls: 1.0451, loss: 1.0451 +2024-07-16 16:39:32,014 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 22:40:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 1.0206, loss: 1.0206 +2024-07-16 16:39:54,942 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 22:40:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 1.0087, loss: 1.0087 +2024-07-16 16:40:17,868 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 22:39:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 0.9967, loss: 0.9967 +2024-07-16 16:40:40,871 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 22:39:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 1.0474, loss: 1.0474 +2024-07-16 16:41:03,960 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 22:38:47, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 1.0810, loss: 1.0810 +2024-07-16 16:41:26,994 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 22:38:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 1.0142, loss: 1.0142 +2024-07-16 16:41:49,969 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 22:37:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 1.0592, loss: 1.0592 +2024-07-16 16:42:12,972 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 22:37:15, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 1.0371, loss: 1.0371 +2024-07-16 16:42:36,154 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 22:36:46, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9712, loss_cls: 1.0180, loss: 1.0180 +2024-07-16 16:42:59,080 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 22:36:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 1.0622, loss: 1.0622 +2024-07-16 16:43:22,012 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 22:35:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 1.0106, loss: 1.0106 +2024-07-16 16:43:44,835 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 22:35:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9706, loss_cls: 1.0150, loss: 1.0150 +2024-07-16 16:44:07,668 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 22:34:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 0.9476, loss: 0.9476 +2024-07-16 16:44:30,588 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 22:34:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 0.9907, loss: 0.9907 +2024-07-16 16:44:53,601 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 22:33:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.0728, loss: 1.0728 +2024-07-16 16:45:16,559 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 22:33:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9719, loss_cls: 0.9806, loss: 0.9806 +2024-07-16 16:45:39,607 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 22:32:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 1.0637, loss: 1.0637 +2024-07-16 16:46:02,737 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 22:32:07, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9681, loss_cls: 1.0408, loss: 1.0408 +2024-07-16 16:46:04,527 - pyskl - INFO - Saving checkpoint at 13 epochs +2024-07-16 16:47:22,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:47:22,133 - pyskl - INFO - +top1_acc 0.7722 +top5_acc 0.9664 +2024-07-16 16:47:22,136 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_11.pth was removed +2024-07-16 16:47:22,267 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2024-07-16 16:47:22,268 - pyskl - INFO - Best top1_acc is 0.7722 at 13 epoch. +2024-07-16 16:47:22,270 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7722, top5_acc: 0.9664 +2024-07-16 16:48:03,143 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 22:34:28, time: 0.409, data_time: 0.180, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 0.9021, loss: 0.9021 +2024-07-16 16:48:26,034 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 22:33:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 1.0493, loss: 1.0493 +2024-07-16 16:48:48,963 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 22:33:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 0.9709, loss: 0.9709 +2024-07-16 16:49:11,891 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 22:32:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9738, loss_cls: 0.9708, loss: 0.9708 +2024-07-16 16:49:34,851 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 22:32:23, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 1.0322, loss: 1.0322 +2024-07-16 16:49:57,826 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 22:31:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 1.0353, loss: 1.0353 +2024-07-16 16:50:20,786 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 22:31:21, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9775, loss_cls: 0.9892, loss: 0.9892 +2024-07-16 16:50:43,760 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 22:30:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 0.9829, loss: 0.9829 +2024-07-16 16:51:06,699 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 22:30:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 1.0106, loss: 1.0106 +2024-07-16 16:51:29,502 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 22:29:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 1.0351, loss: 1.0351 +2024-07-16 16:51:52,346 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 22:29:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 1.0380, loss: 1.0380 +2024-07-16 16:52:15,228 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 22:28:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 1.0046, loss: 1.0046 +2024-07-16 16:52:38,046 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 22:28:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 0.9962, loss: 0.9962 +2024-07-16 16:53:00,936 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 22:27:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 0.9604, loss: 0.9604 +2024-07-16 16:53:23,857 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 22:27:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 1.0773, loss: 1.0773 +2024-07-16 16:53:46,793 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 22:26:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 0.9522, loss: 0.9522 +2024-07-16 16:54:09,866 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 22:26:09, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9738, loss_cls: 0.9716, loss: 0.9716 +2024-07-16 16:54:32,845 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 22:25:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9712, loss_cls: 1.0119, loss: 1.0119 +2024-07-16 16:54:55,738 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:25:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9681, loss_cls: 1.0053, loss: 1.0053 +2024-07-16 16:55:18,610 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:24:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9694, loss_cls: 1.0002, loss: 1.0002 +2024-07-16 16:55:41,442 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:24:05, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9806, loss_cls: 0.9495, loss: 0.9495 +2024-07-16 16:56:04,286 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:23:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 1.0834, loss: 1.0834 +2024-07-16 16:56:27,270 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:23:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 1.0180, loss: 1.0180 +2024-07-16 16:56:50,333 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 22:22:34, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 1.0452, loss: 1.0452 +2024-07-16 16:57:13,563 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 22:22:07, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 0.9500, loss: 0.9500 +2024-07-16 16:57:15,402 - pyskl - INFO - Saving checkpoint at 14 epochs +2024-07-16 16:58:33,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:58:33,197 - pyskl - INFO - +top1_acc 0.7781 +top5_acc 0.9633 +2024-07-16 16:58:33,201 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_13.pth was removed +2024-07-16 16:58:33,341 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2024-07-16 16:58:33,341 - pyskl - INFO - Best top1_acc is 0.7781 at 14 epoch. +2024-07-16 16:58:33,343 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7781, top5_acc: 0.9633 +2024-07-16 16:59:14,411 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:24:17, time: 0.411, data_time: 0.182, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9700, loss_cls: 0.9859, loss: 0.9859 +2024-07-16 16:59:37,312 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:23:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 0.9560, loss: 0.9560 +2024-07-16 17:00:00,182 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:23:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 0.9415, loss: 0.9415 +2024-07-16 17:00:23,102 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:22:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9762, loss_cls: 0.9422, loss: 0.9422 +2024-07-16 17:00:46,011 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 22:22:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 0.9658, loss: 0.9658 +2024-07-16 17:01:08,893 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 22:21:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 1.0042, loss: 1.0042 +2024-07-16 17:01:31,830 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 22:21:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9738, loss_cls: 0.9651, loss: 0.9651 +2024-07-16 17:01:54,762 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 22:20:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 0.9808, loss: 0.9808 +2024-07-16 17:02:17,723 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 22:20:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 1.0064, loss: 1.0064 +2024-07-16 17:02:40,662 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 22:19:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 1.0024, loss: 1.0024 +2024-07-16 17:03:03,538 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 22:19:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 0.9924, loss: 0.9924 +2024-07-16 17:03:26,432 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 22:18:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 0.9209, loss: 0.9209 +2024-07-16 17:03:49,404 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 22:18:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 1.0244, loss: 1.0244 +2024-07-16 17:04:12,382 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 22:17:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 0.9511, loss: 0.9511 +2024-07-16 17:04:35,304 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 22:17:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 0.9798, loss: 0.9798 +2024-07-16 17:04:58,228 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 22:16:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 0.9897, loss: 0.9897 +2024-07-16 17:05:21,182 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 22:16:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 0.9857, loss: 0.9857 +2024-07-16 17:05:44,252 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 22:15:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9719, loss_cls: 1.0391, loss: 1.0391 +2024-07-16 17:06:07,202 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 22:15:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 1.0098, loss: 1.0098 +2024-07-16 17:06:30,196 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 22:14:39, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9694, loss_cls: 1.0263, loss: 1.0263 +2024-07-16 17:06:53,207 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 22:14:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 0.9701, loss: 0.9701 +2024-07-16 17:07:16,185 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 22:13:40, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 1.0337, loss: 1.0337 +2024-07-16 17:07:39,298 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 22:13:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 0.9627, loss: 0.9627 +2024-07-16 17:08:02,367 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 22:12:43, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 0.9629, loss: 0.9629 +2024-07-16 17:08:25,367 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 22:12:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 1.0465, loss: 1.0465 +2024-07-16 17:08:27,137 - pyskl - INFO - Saving checkpoint at 15 epochs +2024-07-16 17:09:44,543 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:09:44,612 - pyskl - INFO - +top1_acc 0.7715 +top5_acc 0.9605 +2024-07-16 17:09:44,614 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7715, top5_acc: 0.9605 +2024-07-16 17:10:25,069 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 22:14:07, time: 0.405, data_time: 0.175, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 1.0077, loss: 1.0077 +2024-07-16 17:10:47,953 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 22:13:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9712, loss_cls: 1.0426, loss: 1.0426 +2024-07-16 17:11:10,960 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 22:13:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9794, loss_cls: 0.9232, loss: 0.9232 +2024-07-16 17:11:33,875 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 22:12:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 0.9031, loss: 0.9031 +2024-07-16 17:11:56,795 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 22:12:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 0.9908, loss: 0.9908 +2024-07-16 17:12:19,737 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 22:11:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9725, loss_cls: 0.9386, loss: 0.9386 +2024-07-16 17:12:42,694 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 22:11:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 0.9928, loss: 0.9928 +2024-07-16 17:13:05,619 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 22:10:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9794, loss_cls: 0.9702, loss: 0.9702 +2024-07-16 17:13:28,614 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 22:10:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 0.9429, loss: 0.9429 +2024-07-16 17:13:51,583 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 22:09:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 0.9743, loss: 0.9743 +2024-07-16 17:14:14,590 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 22:09:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 0.9939, loss: 0.9939 +2024-07-16 17:14:37,537 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 22:08:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 1.0465, loss: 1.0465 +2024-07-16 17:15:00,560 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 22:08:09, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9700, loss_cls: 1.0080, loss: 1.0080 +2024-07-16 17:15:23,549 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 22:07:40, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9750, loss_cls: 0.9105, loss: 0.9105 +2024-07-16 17:15:46,646 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 22:07:11, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 0.9587, loss: 0.9587 +2024-07-16 17:16:09,681 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 22:06:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 1.0175, loss: 1.0175 +2024-07-16 17:16:32,713 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 22:06:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 0.9902, loss: 0.9902 +2024-07-16 17:16:55,784 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 22:05:45, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9750, loss_cls: 0.9526, loss: 0.9526 +2024-07-16 17:17:18,966 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 22:05:17, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 1.0385, loss: 1.0385 +2024-07-16 17:17:41,943 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 22:04:48, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 1.0344, loss: 1.0344 +2024-07-16 17:18:04,894 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 22:04:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 0.9792, loss: 0.9792 +2024-07-16 17:18:27,853 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 22:03:49, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9669, loss_cls: 1.0270, loss: 1.0270 +2024-07-16 17:18:50,725 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 22:03:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 0.9956, loss: 0.9956 +2024-07-16 17:19:13,682 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 22:02:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 0.9792, loss: 0.9792 +2024-07-16 17:19:36,781 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 22:02:22, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 0.9907, loss: 0.9907 +2024-07-16 17:19:38,602 - pyskl - INFO - Saving checkpoint at 16 epochs +2024-07-16 17:20:56,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:20:56,231 - pyskl - INFO - +top1_acc 0.7633 +top5_acc 0.9603 +2024-07-16 17:20:56,233 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7633, top5_acc: 0.9603 +2024-07-16 17:21:37,165 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 22:04:10, time: 0.409, data_time: 0.181, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 1.0084, loss: 1.0084 +2024-07-16 17:22:00,021 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 22:03:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 0.9922, loss: 0.9922 +2024-07-16 17:22:22,937 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 22:03:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 0.9217, loss: 0.9217 +2024-07-16 17:22:45,881 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 22:02:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 0.9895, loss: 0.9895 +2024-07-16 17:23:08,855 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 22:02:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 0.9024, loss: 0.9024 +2024-07-16 17:23:31,995 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 22:01:42, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 1.0330, loss: 1.0330 +2024-07-16 17:23:55,074 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 22:01:14, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9725, loss_cls: 0.9509, loss: 0.9509 +2024-07-16 17:24:18,097 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 22:00:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 0.9622, loss: 0.9622 +2024-07-16 17:24:41,104 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 22:00:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 0.9583, loss: 0.9583 +2024-07-16 17:25:04,037 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 21:59:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9750, loss_cls: 0.9543, loss: 0.9543 +2024-07-16 17:25:26,915 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 21:59:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.9436, loss: 0.9436 +2024-07-16 17:25:49,808 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 21:58:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 0.9510, loss: 0.9510 +2024-07-16 17:26:12,718 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 21:58:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 0.9887, loss: 0.9887 +2024-07-16 17:26:35,643 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 21:57:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9712, loss_cls: 0.9581, loss: 0.9581 +2024-07-16 17:26:58,561 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 21:57:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 0.9664, loss: 0.9664 +2024-07-16 17:27:21,610 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 21:56:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 0.9550, loss: 0.9550 +2024-07-16 17:27:44,667 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 21:56:22, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9756, loss_cls: 0.9466, loss: 0.9466 +2024-07-16 17:28:07,677 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 21:55:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9781, loss_cls: 0.9520, loss: 0.9520 +2024-07-16 17:28:30,633 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 21:55:24, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 0.9384, loss: 0.9384 +2024-07-16 17:28:53,676 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 21:54:56, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 0.9636, loss: 0.9636 +2024-07-16 17:29:16,747 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 21:54:28, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 0.9895, loss: 0.9895 +2024-07-16 17:29:39,833 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 21:54:00, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.9320, loss: 0.9320 +2024-07-16 17:30:02,878 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 21:53:31, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9750, loss_cls: 0.9200, loss: 0.9200 +2024-07-16 17:30:25,927 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 21:53:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9688, loss_cls: 1.0118, loss: 1.0118 +2024-07-16 17:30:49,089 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 21:52:36, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 0.9336, loss: 0.9336 +2024-07-16 17:30:50,869 - pyskl - INFO - Saving checkpoint at 17 epochs +2024-07-16 17:32:08,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:32:08,420 - pyskl - INFO - +top1_acc 0.7622 +top5_acc 0.9608 +2024-07-16 17:32:08,422 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7622, top5_acc: 0.9608 +2024-07-16 17:32:49,229 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 21:54:14, time: 0.408, data_time: 0.180, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 0.9740, loss: 0.9740 +2024-07-16 17:33:12,162 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 21:53:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9731, loss_cls: 0.9637, loss: 0.9637 +2024-07-16 17:33:35,125 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 21:53:15, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 0.9303, loss: 0.9303 +2024-07-16 17:33:58,062 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 21:52:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 0.9027, loss: 0.9027 +2024-07-16 17:34:21,013 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 21:52:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9712, loss_cls: 0.9518, loss: 0.9518 +2024-07-16 17:34:44,022 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 21:51:48, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 0.9425, loss: 0.9425 +2024-07-16 17:35:07,023 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 21:51:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9631, loss_cls: 0.8956, loss: 0.8956 +2024-07-16 17:35:30,126 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 21:50:52, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 0.9317, loss: 0.9317 +2024-07-16 17:35:53,020 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 21:50:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9756, loss_cls: 0.9609, loss: 0.9609 +2024-07-16 17:36:15,931 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 21:49:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 0.9480, loss: 0.9480 +2024-07-16 17:36:38,822 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 21:49:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 0.9731, loss: 0.9731 +2024-07-16 17:37:01,796 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 21:48:55, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 0.9655, loss: 0.9655 +2024-07-16 17:37:24,805 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 21:48:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 0.8995, loss: 0.8995 +2024-07-16 17:37:47,831 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 21:47:58, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 0.8872, loss: 0.8872 +2024-07-16 17:38:10,831 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 21:47:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.8813, loss: 0.8813 +2024-07-16 17:38:33,798 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 21:47:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 0.9828, loss: 0.9828 +2024-07-16 17:38:56,917 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 21:46:33, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 0.9582, loss: 0.9582 +2024-07-16 17:39:20,125 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 21:46:06, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 0.9877, loss: 0.9877 +2024-07-16 17:39:43,278 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 21:45:39, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 0.9751, loss: 0.9751 +2024-07-16 17:40:06,454 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 21:45:12, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 0.9083, loss: 0.9083 +2024-07-16 17:40:29,573 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 21:44:44, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 1.0239, loss: 1.0239 +2024-07-16 17:40:52,486 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 21:44:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 0.9270, loss: 0.9270 +2024-07-16 17:41:15,501 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 21:43:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 0.9748, loss: 0.9748 +2024-07-16 17:41:38,435 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 21:43:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 1.0268, loss: 1.0268 +2024-07-16 17:42:01,463 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 21:42:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9800, loss_cls: 0.9203, loss: 0.9203 +2024-07-16 17:42:03,248 - pyskl - INFO - Saving checkpoint at 18 epochs +2024-07-16 17:43:20,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:43:20,810 - pyskl - INFO - +top1_acc 0.7752 +top5_acc 0.9651 +2024-07-16 17:43:20,812 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7752, top5_acc: 0.9651 +2024-07-16 17:44:01,691 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 21:44:21, time: 0.409, data_time: 0.180, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9744, loss_cls: 0.9230, loss: 0.9230 +2024-07-16 17:44:24,572 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 21:43:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 0.9056, loss: 0.9056 +2024-07-16 17:44:47,507 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 21:43:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 0.9262, loss: 0.9262 +2024-07-16 17:45:10,398 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 21:42:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 0.9446, loss: 0.9446 +2024-07-16 17:45:33,276 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 21:42:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 0.9303, loss: 0.9303 +2024-07-16 17:45:56,164 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 21:41:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 0.9026, loss: 0.9026 +2024-07-16 17:46:19,126 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 21:41:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 0.8783, loss: 0.8783 +2024-07-16 17:46:41,992 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 21:40:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.8837, loss: 0.8837 +2024-07-16 17:47:04,857 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 21:40:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 0.9723, loss: 0.9723 +2024-07-16 17:47:27,710 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 21:39:58, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 0.9253, loss: 0.9253 +2024-07-16 17:47:50,560 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 21:39:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 0.9096, loss: 0.9096 +2024-07-16 17:48:13,454 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 21:39:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 0.9299, loss: 0.9299 +2024-07-16 17:48:36,303 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 21:38:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 0.9334, loss: 0.9334 +2024-07-16 17:48:59,168 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 21:38:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.8590, loss: 0.8590 +2024-07-16 17:49:22,002 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 21:37:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 0.9605, loss: 0.9605 +2024-07-16 17:49:44,854 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 21:37:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.9045, loss: 0.9045 +2024-07-16 17:50:07,750 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 21:36:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 0.9353, loss: 0.9353 +2024-07-16 17:50:30,564 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 21:36:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 0.9407, loss: 0.9407 +2024-07-16 17:50:53,526 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 21:35:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9750, loss_cls: 0.9727, loss: 0.9727 +2024-07-16 17:51:16,506 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 21:35:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 0.9050, loss: 0.9050 +2024-07-16 17:51:39,525 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 21:34:40, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 0.9715, loss: 0.9715 +2024-07-16 17:52:02,698 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 21:34:13, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9794, loss_cls: 0.9603, loss: 0.9603 +2024-07-16 17:52:25,766 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 21:33:45, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9738, loss_cls: 0.9891, loss: 0.9891 +2024-07-16 17:52:48,773 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 21:33:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9719, loss_cls: 0.9554, loss: 0.9554 +2024-07-16 17:53:11,912 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:32:50, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 0.9364, loss: 0.9364 +2024-07-16 17:53:13,675 - pyskl - INFO - Saving checkpoint at 19 epochs +2024-07-16 17:54:31,150 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:54:31,217 - pyskl - INFO - +top1_acc 0.7505 +top5_acc 0.9607 +2024-07-16 17:54:31,219 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7505, top5_acc: 0.9607 +2024-07-16 17:55:12,213 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 21:34:15, time: 0.410, data_time: 0.180, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.8455, loss: 0.8455 +2024-07-16 17:55:35,019 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 21:33:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 0.9745, loss: 0.9745 +2024-07-16 17:55:58,142 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 21:33:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 1.0239, loss: 1.0239 +2024-07-16 17:56:21,381 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:32:52, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 0.9485, loss: 0.9485 +2024-07-16 17:56:44,588 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:32:25, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.8312, loss: 0.8312 +2024-07-16 17:57:07,603 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:31:57, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 0.9198, loss: 0.9198 +2024-07-16 17:57:30,621 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:31:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 0.9411, loss: 0.9411 +2024-07-16 17:57:53,595 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:31:01, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 0.9089, loss: 0.9089 +2024-07-16 17:58:16,543 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:30:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 0.9107, loss: 0.9107 +2024-07-16 17:58:39,439 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:30:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 0.9557, loss: 0.9557 +2024-07-16 17:59:02,365 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:29:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 0.8843, loss: 0.8843 +2024-07-16 17:59:25,210 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:29:06, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 0.9707, loss: 0.9707 +2024-07-16 17:59:48,081 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:28:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 0.9393, loss: 0.9393 +2024-07-16 18:00:10,978 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:28:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 0.8834, loss: 0.8834 +2024-07-16 18:00:33,905 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:27:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 0.9334, loss: 0.9334 +2024-07-16 18:00:56,788 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:27:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9725, loss_cls: 0.9226, loss: 0.9226 +2024-07-16 18:01:19,667 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:26:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 0.9458, loss: 0.9458 +2024-07-16 18:01:42,577 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:26:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 0.9171, loss: 0.9171 +2024-07-16 18:02:05,516 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:25:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9738, loss_cls: 0.9324, loss: 0.9324 +2024-07-16 18:02:28,384 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:25:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.8553, loss: 0.8553 +2024-07-16 18:02:51,277 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:24:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9725, loss_cls: 0.9356, loss: 0.9356 +2024-07-16 18:03:14,199 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:24:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 1.0260, loss: 1.0260 +2024-07-16 18:03:37,185 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:23:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9725, loss_cls: 0.9571, loss: 0.9571 +2024-07-16 18:04:00,145 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:23:24, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 0.9237, loss: 0.9237 +2024-07-16 18:04:23,086 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:22:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9819, loss_cls: 0.8593, loss: 0.8593 +2024-07-16 18:04:24,864 - pyskl - INFO - Saving checkpoint at 20 epochs +2024-07-16 18:05:42,709 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:05:42,776 - pyskl - INFO - +top1_acc 0.7982 +top5_acc 0.9694 +2024-07-16 18:05:42,780 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_14.pth was removed +2024-07-16 18:05:42,912 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2024-07-16 18:05:42,912 - pyskl - INFO - Best top1_acc is 0.7982 at 20 epoch. +2024-07-16 18:05:42,915 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7982, top5_acc: 0.9694 +2024-07-16 18:06:24,012 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:24:15, time: 0.411, data_time: 0.181, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 0.8919, loss: 0.8919 +2024-07-16 18:06:46,934 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:23:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 0.8821, loss: 0.8821 +2024-07-16 18:07:09,945 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:23:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 0.9031, loss: 0.9031 +2024-07-16 18:07:32,963 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:22:51, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 0.8681, loss: 0.8681 +2024-07-16 18:07:56,012 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:22:24, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 0.9047, loss: 0.9047 +2024-07-16 18:08:19,011 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:21:56, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9731, loss_cls: 0.9344, loss: 0.9344 +2024-07-16 18:08:42,019 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 21:21:28, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9769, loss_cls: 0.9720, loss: 0.9720 +2024-07-16 18:09:05,065 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 21:21:01, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 0.9020, loss: 0.9020 +2024-07-16 18:09:28,070 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 21:20:33, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9762, loss_cls: 0.8801, loss: 0.8801 +2024-07-16 18:09:51,077 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 21:20:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 0.9342, loss: 0.9342 +2024-07-16 18:10:14,074 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 21:19:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 0.9358, loss: 0.9358 +2024-07-16 18:10:37,117 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 21:19:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9775, loss_cls: 0.9040, loss: 0.9040 +2024-07-16 18:11:00,154 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 21:18:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9725, loss_cls: 0.9600, loss: 0.9600 +2024-07-16 18:11:23,272 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 21:18:15, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 0.8954, loss: 0.8954 +2024-07-16 18:11:46,337 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 21:17:48, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 0.9167, loss: 0.9167 +2024-07-16 18:12:09,406 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 21:17:21, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 0.8943, loss: 0.8943 +2024-07-16 18:12:32,484 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 21:16:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 0.8691, loss: 0.8691 +2024-07-16 18:12:55,570 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 21:16:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 0.9383, loss: 0.9383 +2024-07-16 18:13:18,633 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 21:15:59, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 0.9773, loss: 0.9773 +2024-07-16 18:13:41,773 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 21:15:33, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 0.9767, loss: 0.9767 +2024-07-16 18:14:04,843 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 21:15:05, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 0.9089, loss: 0.9089 +2024-07-16 18:14:27,976 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 21:14:39, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 0.9036, loss: 0.9036 +2024-07-16 18:14:51,035 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 21:14:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9738, loss_cls: 0.9350, loss: 0.9350 +2024-07-16 18:15:14,057 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 21:13:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 0.9077, loss: 0.9077 +2024-07-16 18:15:37,176 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 21:13:17, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 0.9071, loss: 0.9071 +2024-07-16 18:15:39,033 - pyskl - INFO - Saving checkpoint at 21 epochs +2024-07-16 18:16:56,592 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:16:56,658 - pyskl - INFO - +top1_acc 0.7940 +top5_acc 0.9682 +2024-07-16 18:16:56,661 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7940, top5_acc: 0.9682 +2024-07-16 18:17:37,614 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 21:14:30, time: 0.409, data_time: 0.180, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.8705, loss: 0.8705 +2024-07-16 18:18:00,578 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 21:14:02, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9762, loss_cls: 0.9028, loss: 0.9028 +2024-07-16 18:18:23,545 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 21:13:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.8376, loss: 0.8376 +2024-07-16 18:18:46,558 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 21:13:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.8879, loss: 0.8879 +2024-07-16 18:19:09,586 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 21:12:39, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 0.9053, loss: 0.9053 +2024-07-16 18:19:32,564 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 21:12:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9762, loss_cls: 0.9201, loss: 0.9201 +2024-07-16 18:19:55,509 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 21:11:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 0.8596, loss: 0.8596 +2024-07-16 18:20:18,527 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 21:11:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.8926, loss: 0.8926 +2024-07-16 18:20:41,542 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 21:10:48, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9812, loss_cls: 0.8111, loss: 0.8111 +2024-07-16 18:21:04,608 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 21:10:21, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 0.9174, loss: 0.9174 +2024-07-16 18:21:27,688 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 21:09:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 0.8529, loss: 0.8529 +2024-07-16 18:21:50,791 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 21:09:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 0.8671, loss: 0.8671 +2024-07-16 18:22:13,892 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 21:09:00, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9750, loss_cls: 0.8923, loss: 0.8923 +2024-07-16 18:22:36,966 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 21:08:33, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 0.9591, loss: 0.9591 +2024-07-16 18:22:59,826 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 21:08:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 1.0014, loss: 1.0014 +2024-07-16 18:23:22,715 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 21:07:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 0.9007, loss: 0.9007 +2024-07-16 18:23:45,657 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 21:07:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 0.9409, loss: 0.9409 +2024-07-16 18:24:08,603 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 21:06:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 0.9389, loss: 0.9389 +2024-07-16 18:24:31,513 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 21:06:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 0.9524, loss: 0.9524 +2024-07-16 18:24:54,375 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 21:05:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.9159, loss: 0.9159 +2024-07-16 18:25:17,419 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 21:05:18, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9700, loss_cls: 0.9706, loss: 0.9706 +2024-07-16 18:25:40,443 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 21:04:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.8424, loss: 0.8424 +2024-07-16 18:26:03,307 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 21:04:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 0.9107, loss: 0.9107 +2024-07-16 18:26:26,210 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 21:03:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 0.8785, loss: 0.8785 +2024-07-16 18:26:49,183 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 21:03:27, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 0.8887, loss: 0.8887 +2024-07-16 18:26:50,946 - pyskl - INFO - Saving checkpoint at 22 epochs +2024-07-16 18:28:08,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:28:08,553 - pyskl - INFO - +top1_acc 0.7881 +top5_acc 0.9641 +2024-07-16 18:28:08,555 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7881, top5_acc: 0.9641 +2024-07-16 18:28:49,487 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 21:04:34, time: 0.409, data_time: 0.180, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 0.8870, loss: 0.8870 +2024-07-16 18:29:12,505 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 21:04:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 0.8362, loss: 0.8362 +2024-07-16 18:29:35,495 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 21:03:39, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 0.9035, loss: 0.9035 +2024-07-16 18:29:58,511 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 21:03:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.8272, loss: 0.8272 +2024-07-16 18:30:21,591 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 21:02:45, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 0.8463, loss: 0.8463 +2024-07-16 18:30:44,638 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 21:02:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 0.9426, loss: 0.9426 +2024-07-16 18:31:07,660 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 21:01:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 0.8570, loss: 0.8570 +2024-07-16 18:31:30,633 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 21:01:23, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 0.8746, loss: 0.8746 +2024-07-16 18:31:53,612 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 21:00:55, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 0.9487, loss: 0.9487 +2024-07-16 18:32:16,563 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 21:00:27, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 0.9245, loss: 0.9245 +2024-07-16 18:32:39,592 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 21:00:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.8785, loss: 0.8785 +2024-07-16 18:33:02,646 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 20:59:33, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 0.9060, loss: 0.9060 +2024-07-16 18:33:25,619 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 20:59:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 0.9111, loss: 0.9111 +2024-07-16 18:33:48,621 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 20:58:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 0.9094, loss: 0.9094 +2024-07-16 18:34:11,658 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 20:58:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 0.9124, loss: 0.9124 +2024-07-16 18:34:34,670 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 20:57:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 0.9112, loss: 0.9112 +2024-07-16 18:34:57,643 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 20:57:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 0.8766, loss: 0.8766 +2024-07-16 18:35:20,509 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 20:56:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.8651, loss: 0.8651 +2024-07-16 18:35:43,469 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 20:56:21, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 0.9106, loss: 0.9106 +2024-07-16 18:36:06,394 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 20:55:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 0.9332, loss: 0.9332 +2024-07-16 18:36:29,254 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 20:55:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 0.9452, loss: 0.9452 +2024-07-16 18:36:52,423 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 20:54:59, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 0.9011, loss: 0.9011 +2024-07-16 18:37:15,502 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 20:54:33, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 0.9291, loss: 0.9291 +2024-07-16 18:37:38,617 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 20:54:06, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 0.8787, loss: 0.8787 +2024-07-16 18:38:01,782 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 20:53:40, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 0.8820, loss: 0.8820 +2024-07-16 18:38:03,538 - pyskl - INFO - Saving checkpoint at 23 epochs +2024-07-16 18:39:21,221 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:39:21,287 - pyskl - INFO - +top1_acc 0.8020 +top5_acc 0.9695 +2024-07-16 18:39:21,291 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_20.pth was removed +2024-07-16 18:39:21,422 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2024-07-16 18:39:21,423 - pyskl - INFO - Best top1_acc is 0.8020 at 23 epoch. +2024-07-16 18:39:21,425 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.8020, top5_acc: 0.9695 +2024-07-16 18:40:02,288 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 20:54:42, time: 0.409, data_time: 0.179, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.8490, loss: 0.8490 +2024-07-16 18:40:25,178 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 20:54:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 0.8983, loss: 0.8983 +2024-07-16 18:40:48,155 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 20:53:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 0.8467, loss: 0.8467 +2024-07-16 18:41:11,086 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 20:53:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 0.8714, loss: 0.8714 +2024-07-16 18:41:34,055 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 20:52:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 0.8753, loss: 0.8753 +2024-07-16 18:41:56,988 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 20:52:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 0.8408, loss: 0.8408 +2024-07-16 18:42:19,899 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 20:51:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.8713, loss: 0.8713 +2024-07-16 18:42:42,873 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 20:51:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9775, loss_cls: 0.8775, loss: 0.8775 +2024-07-16 18:43:05,821 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 20:51:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 0.9022, loss: 0.9022 +2024-07-16 18:43:28,804 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 20:50:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 0.9087, loss: 0.9087 +2024-07-16 18:43:51,763 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 20:50:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 0.8111, loss: 0.8111 +2024-07-16 18:44:14,750 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 20:49:40, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 0.8551, loss: 0.8551 +2024-07-16 18:44:37,654 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 20:49:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9769, loss_cls: 0.8783, loss: 0.8783 +2024-07-16 18:45:00,646 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 20:48:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9756, loss_cls: 0.9088, loss: 0.9088 +2024-07-16 18:45:23,525 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 20:48:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.8842, loss: 0.8842 +2024-07-16 18:45:46,487 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 20:47:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 0.9352, loss: 0.9352 +2024-07-16 18:46:09,449 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 20:47:22, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 0.9450, loss: 0.9450 +2024-07-16 18:46:32,365 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 20:46:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 0.8807, loss: 0.8807 +2024-07-16 18:46:55,295 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 20:46:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9781, loss_cls: 0.8784, loss: 0.8784 +2024-07-16 18:47:18,273 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 20:46:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 0.8901, loss: 0.8901 +2024-07-16 18:47:41,224 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 20:45:33, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 0.9414, loss: 0.9414 +2024-07-16 18:48:04,222 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 20:45:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 0.9040, loss: 0.9040 +2024-07-16 18:48:27,319 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 20:44:40, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 0.8869, loss: 0.8869 +2024-07-16 18:48:50,343 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 20:44:13, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.8460, loss: 0.8460 +2024-07-16 18:49:13,365 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 20:43:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 0.8838, loss: 0.8838 +2024-07-16 18:49:15,157 - pyskl - INFO - Saving checkpoint at 24 epochs +2024-07-16 18:50:32,666 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:50:32,733 - pyskl - INFO - +top1_acc 0.8010 +top5_acc 0.9671 +2024-07-16 18:50:32,735 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.8010, top5_acc: 0.9671 +2024-07-16 18:51:13,611 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 20:44:44, time: 0.409, data_time: 0.179, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 0.8810, loss: 0.8810 +2024-07-16 18:51:36,548 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 20:44:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 0.8892, loss: 0.8892 +2024-07-16 18:51:59,517 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 20:43:49, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 0.8288, loss: 0.8288 +2024-07-16 18:52:22,436 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 20:43:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9788, loss_cls: 0.8773, loss: 0.8773 +2024-07-16 18:52:45,295 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 20:42:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8462, top5_acc: 0.9862, loss_cls: 0.7561, loss: 0.7561 +2024-07-16 18:53:08,143 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 20:42:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9806, loss_cls: 0.8483, loss: 0.8483 +2024-07-16 18:53:31,072 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 20:41:58, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 0.9037, loss: 0.9037 +2024-07-16 18:53:53,989 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 20:41:31, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 0.8818, loss: 0.8818 +2024-07-16 18:54:16,941 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 20:41:04, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 0.8874, loss: 0.8874 +2024-07-16 18:54:39,881 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 20:40:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.8291, loss: 0.8291 +2024-07-16 18:55:02,834 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 20:40:09, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9750, loss_cls: 0.9431, loss: 0.9431 +2024-07-16 18:55:25,766 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 20:39:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 0.9578, loss: 0.9578 +2024-07-16 18:55:48,705 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 20:39:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.8460, loss: 0.8460 +2024-07-16 18:56:11,662 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 20:38:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 0.9074, loss: 0.9074 +2024-07-16 18:56:34,565 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 20:38:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 0.8855, loss: 0.8855 +2024-07-16 18:56:57,496 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 20:37:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 0.9100, loss: 0.9100 +2024-07-16 18:57:20,510 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 20:37:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 0.8246, loss: 0.8246 +2024-07-16 18:57:43,541 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 20:36:59, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 0.8572, loss: 0.8572 +2024-07-16 18:58:06,537 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 20:36:32, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 0.9189, loss: 0.9189 +2024-07-16 18:58:29,521 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 20:36:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 0.9342, loss: 0.9342 +2024-07-16 18:58:52,497 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 20:35:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 0.8423, loss: 0.8423 +2024-07-16 18:59:15,483 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 20:35:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 0.8726, loss: 0.8726 +2024-07-16 18:59:38,532 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:34:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.8702, loss: 0.8702 +2024-07-16 19:00:01,714 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:34:19, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.8255, loss: 0.8255 +2024-07-16 19:00:24,932 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:33:53, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 0.8928, loss: 0.8928 +2024-07-16 19:00:26,690 - pyskl - INFO - Saving checkpoint at 25 epochs +2024-07-16 19:01:44,506 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:01:44,572 - pyskl - INFO - +top1_acc 0.7616 +top5_acc 0.9620 +2024-07-16 19:01:44,574 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7616, top5_acc: 0.9620 +2024-07-16 19:02:25,473 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:34:47, time: 0.409, data_time: 0.179, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.8358, loss: 0.8358 +2024-07-16 19:02:48,422 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:34:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 0.8103, loss: 0.8103 +2024-07-16 19:03:11,498 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:33:53, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 0.8781, loss: 0.8781 +2024-07-16 19:03:34,552 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:33:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 0.8488, loss: 0.8488 +2024-07-16 19:03:57,496 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:33:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 0.8553, loss: 0.8553 +2024-07-16 19:04:20,380 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:32:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 0.8313, loss: 0.8313 +2024-07-16 19:04:43,348 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:32:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.8461, loss: 0.8461 +2024-07-16 19:05:06,222 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:31:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.8726, loss: 0.8726 +2024-07-16 19:05:29,166 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:31:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9625, loss_cls: 0.9150, loss: 0.9150 +2024-07-16 19:05:52,100 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:30:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 0.8847, loss: 0.8847 +2024-07-16 19:06:14,964 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:30:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.9393, loss: 0.9393 +2024-07-16 19:06:37,843 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:29:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 0.8785, loss: 0.8785 +2024-07-16 19:07:00,760 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:29:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 0.8492, loss: 0.8492 +2024-07-16 19:07:23,692 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:28:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.8330, loss: 0.8330 +2024-07-16 19:07:46,635 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:28:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 0.8184, loss: 0.8184 +2024-07-16 19:08:09,567 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:28:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 0.8863, loss: 0.8863 +2024-07-16 19:08:32,484 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:27:33, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9775, loss_cls: 0.8944, loss: 0.8944 +2024-07-16 19:08:55,406 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:27:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 0.9386, loss: 0.9386 +2024-07-16 19:09:18,340 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:26:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 0.9015, loss: 0.9015 +2024-07-16 19:09:41,278 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:26:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9806, loss_cls: 0.8436, loss: 0.8436 +2024-07-16 19:10:04,293 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:25:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 0.9344, loss: 0.9344 +2024-07-16 19:10:27,286 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:25:18, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 0.8787, loss: 0.8787 +2024-07-16 19:10:50,236 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:24:51, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 0.8547, loss: 0.8547 +2024-07-16 19:11:13,237 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:24:25, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 0.9035, loss: 0.9035 +2024-07-16 19:11:36,331 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:23:58, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.8903, loss: 0.8903 +2024-07-16 19:11:38,130 - pyskl - INFO - Saving checkpoint at 26 epochs +2024-07-16 19:12:56,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:12:56,084 - pyskl - INFO - +top1_acc 0.7767 +top5_acc 0.9621 +2024-07-16 19:12:56,086 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7767, top5_acc: 0.9621 +2024-07-16 19:13:37,583 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:24:52, time: 0.415, data_time: 0.186, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 0.8969, loss: 0.8969 +2024-07-16 19:14:00,397 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:24:24, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 0.8684, loss: 0.8684 +2024-07-16 19:14:23,403 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:23:57, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.8370, loss: 0.8370 +2024-07-16 19:14:46,423 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:23:31, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 0.8148, loss: 0.8148 +2024-07-16 19:15:09,372 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:23:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9781, loss_cls: 0.8689, loss: 0.8689 +2024-07-16 19:15:32,282 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:22:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 0.8791, loss: 0.8791 +2024-07-16 19:15:55,246 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:22:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 0.8754, loss: 0.8754 +2024-07-16 19:16:18,184 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:21:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9819, loss_cls: 0.8751, loss: 0.8751 +2024-07-16 19:16:41,142 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:21:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 0.8434, loss: 0.8434 +2024-07-16 19:17:04,117 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 20:20:49, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9619, loss_cls: 0.8858, loss: 0.8858 +2024-07-16 19:17:27,059 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 20:20:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.7828, loss: 0.7828 +2024-07-16 19:17:50,006 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 20:19:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.8805, loss: 0.8805 +2024-07-16 19:18:12,906 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 20:19:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.8605, loss: 0.8605 +2024-07-16 19:18:35,877 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 20:19:01, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 0.8807, loss: 0.8807 +2024-07-16 19:18:58,785 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 20:18:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 0.8684, loss: 0.8684 +2024-07-16 19:19:21,724 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 20:18:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 0.8351, loss: 0.8351 +2024-07-16 19:19:44,815 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 20:17:41, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.8685, loss: 0.8685 +2024-07-16 19:20:07,877 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 20:17:15, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.8557, loss: 0.8557 +2024-07-16 19:20:30,966 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 20:16:48, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 0.8844, loss: 0.8844 +2024-07-16 19:20:53,918 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 20:16:22, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 0.8511, loss: 0.8511 +2024-07-16 19:21:16,914 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 20:15:55, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 0.8917, loss: 0.8917 +2024-07-16 19:21:39,873 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 20:15:28, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 0.8971, loss: 0.8971 +2024-07-16 19:22:02,813 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 20:15:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9750, loss_cls: 0.8727, loss: 0.8727 +2024-07-16 19:22:25,726 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 20:14:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 0.8863, loss: 0.8863 +2024-07-16 19:22:48,758 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 20:14:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 0.8125, loss: 0.8125 +2024-07-16 19:22:50,538 - pyskl - INFO - Saving checkpoint at 27 epochs +2024-07-16 19:24:08,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:24:08,392 - pyskl - INFO - +top1_acc 0.7975 +top5_acc 0.9691 +2024-07-16 19:24:08,395 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7975, top5_acc: 0.9691 +2024-07-16 19:24:49,884 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 20:14:58, time: 0.415, data_time: 0.184, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.8354, loss: 0.8354 +2024-07-16 19:25:12,840 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 20:14:31, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.8504, loss: 0.8504 +2024-07-16 19:25:35,786 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 20:14:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.8673, loss: 0.8673 +2024-07-16 19:25:58,786 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 20:13:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 0.8596, loss: 0.8596 +2024-07-16 19:26:21,782 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 20:13:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 0.8615, loss: 0.8615 +2024-07-16 19:26:44,687 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 20:12:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 0.9083, loss: 0.9083 +2024-07-16 19:27:07,566 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 20:12:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.7981, loss: 0.7981 +2024-07-16 19:27:30,374 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 20:11:49, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9738, loss_cls: 0.8912, loss: 0.8912 +2024-07-16 19:27:53,210 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 20:11:22, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 0.8138, loss: 0.8138 +2024-07-16 19:28:16,112 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 20:10:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 0.8383, loss: 0.8383 +2024-07-16 19:28:39,035 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 20:10:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 0.8663, loss: 0.8663 +2024-07-16 19:29:01,919 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 20:10:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.8295, loss: 0.8295 +2024-07-16 19:29:24,785 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 20:09:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 0.8863, loss: 0.8863 +2024-07-16 19:29:47,637 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 20:09:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 0.8053, loss: 0.8053 +2024-07-16 19:30:10,505 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 20:08:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.8147, loss: 0.8147 +2024-07-16 19:30:33,394 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 20:08:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 0.8534, loss: 0.8534 +2024-07-16 19:30:56,266 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 20:07:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 0.8110, loss: 0.8110 +2024-07-16 19:31:19,177 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 20:07:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.8261, loss: 0.8261 +2024-07-16 19:31:42,144 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 20:06:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 0.8815, loss: 0.8815 +2024-07-16 19:32:05,063 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 20:06:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 0.8655, loss: 0.8655 +2024-07-16 19:32:28,038 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 20:05:59, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9812, loss_cls: 0.8045, loss: 0.8045 +2024-07-16 19:32:51,005 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 20:05:32, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 0.8988, loss: 0.8988 +2024-07-16 19:33:13,953 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 20:05:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9750, loss_cls: 0.8837, loss: 0.8837 +2024-07-16 19:33:36,870 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 20:04:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 0.8079, loss: 0.8079 +2024-07-16 19:33:59,993 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 20:04:13, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9650, loss_cls: 0.8611, loss: 0.8611 +2024-07-16 19:34:01,746 - pyskl - INFO - Saving checkpoint at 28 epochs +2024-07-16 19:35:19,278 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:35:19,344 - pyskl - INFO - +top1_acc 0.8011 +top5_acc 0.9704 +2024-07-16 19:35:19,346 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8011, top5_acc: 0.9704 +2024-07-16 19:36:00,362 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 20:04:57, time: 0.410, data_time: 0.179, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 0.7779, loss: 0.7779 +2024-07-16 19:36:23,429 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 20:04:31, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9775, loss_cls: 0.8523, loss: 0.8523 +2024-07-16 19:36:46,519 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 20:04:05, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9794, loss_cls: 0.8906, loss: 0.8906 +2024-07-16 19:37:09,574 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 20:03:39, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 0.9002, loss: 0.9002 +2024-07-16 19:37:32,686 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 20:03:13, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.8658, loss: 0.8658 +2024-07-16 19:37:55,730 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 20:02:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 0.8793, loss: 0.8793 +2024-07-16 19:38:18,766 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 20:02:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 0.8977, loss: 0.8977 +2024-07-16 19:38:41,822 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 20:01:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.7873, loss: 0.7873 +2024-07-16 19:39:04,829 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 20:01:28, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 0.8657, loss: 0.8657 +2024-07-16 19:39:27,881 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 20:01:01, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 0.8464, loss: 0.8464 +2024-07-16 19:39:50,896 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 20:00:35, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9744, loss_cls: 0.9029, loss: 0.9029 +2024-07-16 19:40:13,935 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 20:00:09, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 0.8426, loss: 0.8426 +2024-07-16 19:40:36,921 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 19:59:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 0.8199, loss: 0.8199 +2024-07-16 19:40:59,927 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 19:59:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 0.8495, loss: 0.8495 +2024-07-16 19:41:22,934 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 19:58:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9819, loss_cls: 0.8318, loss: 0.8318 +2024-07-16 19:41:45,968 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 19:58:23, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9731, loss_cls: 0.9283, loss: 0.9283 +2024-07-16 19:42:09,000 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 19:57:57, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 0.8789, loss: 0.8789 +2024-07-16 19:42:32,026 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 19:57:31, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 0.7880, loss: 0.7880 +2024-07-16 19:42:55,053 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 19:57:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 0.8302, loss: 0.8302 +2024-07-16 19:43:18,103 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 19:56:39, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 0.8576, loss: 0.8576 +2024-07-16 19:43:41,208 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 19:56:13, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 0.8413, loss: 0.8413 +2024-07-16 19:44:04,264 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 19:55:47, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 0.8329, loss: 0.8329 +2024-07-16 19:44:27,305 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 19:55:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 0.8374, loss: 0.8374 +2024-07-16 19:44:50,382 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 19:54:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 0.8674, loss: 0.8674 +2024-07-16 19:45:13,506 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 19:54:29, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 0.8373, loss: 0.8373 +2024-07-16 19:45:15,297 - pyskl - INFO - Saving checkpoint at 29 epochs +2024-07-16 19:46:32,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:46:33,030 - pyskl - INFO - +top1_acc 0.7935 +top5_acc 0.9680 +2024-07-16 19:46:33,032 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7935, top5_acc: 0.9680 +2024-07-16 19:47:14,740 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 19:55:13, time: 0.417, data_time: 0.181, memory: 6429, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 0.7737, loss: 0.7737 +2024-07-16 19:47:38,363 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 19:54:49, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 0.8462, loss: 0.8462 +2024-07-16 19:48:02,038 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 19:54:26, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.8299, loss: 0.8299 +2024-07-16 19:48:25,721 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 19:54:02, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.7519, loss: 0.7519 +2024-07-16 19:48:49,358 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 19:53:38, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 0.8741, loss: 0.8741 +2024-07-16 19:49:13,064 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 19:53:15, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 0.8103, loss: 0.8103 +2024-07-16 19:49:36,728 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 19:52:51, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.8190, loss: 0.8190 +2024-07-16 19:50:00,438 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 19:52:28, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.8492, loss: 0.8492 +2024-07-16 19:50:24,093 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 19:52:04, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 0.8607, loss: 0.8607 +2024-07-16 19:50:47,796 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 19:51:41, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 0.8804, loss: 0.8804 +2024-07-16 19:51:11,464 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 19:51:17, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.8481, loss: 0.8481 +2024-07-16 19:51:35,070 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 19:50:53, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 0.8187, loss: 0.8187 +2024-07-16 19:51:58,678 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 19:50:29, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 0.8890, loss: 0.8890 +2024-07-16 19:52:22,278 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 19:50:05, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 0.8984, loss: 0.8984 +2024-07-16 19:52:45,913 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 19:49:42, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 0.9129, loss: 0.9129 +2024-07-16 19:53:09,496 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 19:49:18, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 0.8467, loss: 0.8467 +2024-07-16 19:53:33,034 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 19:48:54, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 0.8398, loss: 0.8398 +2024-07-16 19:53:56,671 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 19:48:30, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 0.8534, loss: 0.8534 +2024-07-16 19:54:20,276 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 19:48:06, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 0.9100, loss: 0.9100 +2024-07-16 19:54:43,934 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 19:47:42, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 0.8579, loss: 0.8579 +2024-07-16 19:55:07,599 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 19:47:19, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 0.8366, loss: 0.8366 +2024-07-16 19:55:31,211 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 19:46:55, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 0.8953, loss: 0.8953 +2024-07-16 19:55:54,872 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 19:46:31, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 0.8532, loss: 0.8532 +2024-07-16 19:56:18,496 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 19:46:07, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 0.8690, loss: 0.8690 +2024-07-16 19:56:42,143 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 19:45:44, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.8242, loss: 0.8242 +2024-07-16 19:56:43,958 - pyskl - INFO - Saving checkpoint at 30 epochs +2024-07-16 19:58:01,469 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:58:01,535 - pyskl - INFO - +top1_acc 0.8029 +top5_acc 0.9691 +2024-07-16 19:58:01,539 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_23.pth was removed +2024-07-16 19:58:01,674 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. +2024-07-16 19:58:01,674 - pyskl - INFO - Best top1_acc is 0.8029 at 30 epoch. +2024-07-16 19:58:01,676 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.8029, top5_acc: 0.9691 +2024-07-16 19:58:43,598 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 19:46:26, time: 0.419, data_time: 0.179, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.8489, loss: 0.8489 +2024-07-16 19:59:07,108 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 19:46:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.8036, loss: 0.8036 +2024-07-16 19:59:30,549 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 19:45:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 0.9235, loss: 0.9235 +2024-07-16 19:59:53,935 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 19:45:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 0.8855, loss: 0.8855 +2024-07-16 20:00:17,310 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 19:44:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.8888, loss: 0.8888 +2024-07-16 20:00:40,674 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 19:44:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 0.9606, loss: 0.9606 +2024-07-16 20:01:04,047 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 19:43:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.9161, loss: 0.9161 +2024-07-16 20:01:27,505 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 19:43:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.9184, loss: 0.9184 +2024-07-16 20:01:50,877 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 19:43:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.9379, loss: 0.9379 +2024-07-16 20:02:14,228 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 19:42:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 0.9448, loss: 0.9448 +2024-07-16 20:02:37,576 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 19:42:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 0.8914, loss: 0.8914 +2024-07-16 20:03:00,919 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 19:41:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 0.8935, loss: 0.8935 +2024-07-16 20:03:24,234 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 19:41:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 0.9260, loss: 0.9260 +2024-07-16 20:03:47,569 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 19:41:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 1.0479, loss: 1.0479 +2024-07-16 20:04:10,914 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 19:40:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.8551, loss: 0.8551 +2024-07-16 20:04:34,303 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 19:40:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 0.8747, loss: 0.8747 +2024-07-16 20:04:57,653 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 19:39:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9800, loss_cls: 0.8738, loss: 0.8738 +2024-07-16 20:05:20,995 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 19:39:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.9335, loss: 0.9335 +2024-07-16 20:05:44,403 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 19:38:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 0.9600, loss: 0.9600 +2024-07-16 20:06:07,828 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 19:38:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 0.9094, loss: 0.9094 +2024-07-16 20:06:31,222 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 19:38:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 0.8404, loss: 0.8404 +2024-07-16 20:06:54,627 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 19:37:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 0.8790, loss: 0.8790 +2024-07-16 20:07:18,043 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 19:37:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.9285, loss: 0.9285 +2024-07-16 20:07:41,418 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 19:36:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.8927, loss: 0.8927 +2024-07-16 20:08:04,905 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 19:36:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.8647, loss: 0.8647 +2024-07-16 20:08:06,753 - pyskl - INFO - Saving checkpoint at 31 epochs +2024-07-16 20:09:24,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:09:24,418 - pyskl - INFO - +top1_acc 0.7955 +top5_acc 0.9720 +2024-07-16 20:09:24,421 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7955, top5_acc: 0.9720 +2024-07-16 20:10:06,573 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 19:37:11, time: 0.421, data_time: 0.183, memory: 6430, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 0.9375, loss: 0.9375 +2024-07-16 20:10:29,990 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 19:36:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.8995, loss: 0.8995 +2024-07-16 20:10:53,509 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 19:36:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 0.8095, loss: 0.8095 +2024-07-16 20:11:16,913 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 19:35:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 0.9138, loss: 0.9138 +2024-07-16 20:11:40,342 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:35:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 0.9096, loss: 0.9096 +2024-07-16 20:12:03,792 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:35:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9812, loss_cls: 0.8775, loss: 0.8775 +2024-07-16 20:12:27,217 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:34:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 0.9537, loss: 0.9537 +2024-07-16 20:12:50,520 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:34:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9650, loss_cls: 0.9536, loss: 0.9536 +2024-07-16 20:13:13,832 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:33:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9675, loss_cls: 0.8866, loss: 0.8866 +2024-07-16 20:13:37,131 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:33:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 0.8219, loss: 0.8219 +2024-07-16 20:14:00,448 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:33:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8063, top5_acc: 0.9775, loss_cls: 0.9469, loss: 0.9469 +2024-07-16 20:14:23,749 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:32:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 0.9134, loss: 0.9134 +2024-07-16 20:14:47,077 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:32:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7944, top5_acc: 0.9719, loss_cls: 0.9885, loss: 0.9885 +2024-07-16 20:15:10,410 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:31:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 0.8966, loss: 0.8966 +2024-07-16 20:15:33,729 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:31:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.9365, loss: 0.9365 +2024-07-16 20:15:57,098 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:30:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 0.8617, loss: 0.8617 +2024-07-16 20:16:20,543 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:30:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9825, loss_cls: 0.8893, loss: 0.8893 +2024-07-16 20:16:43,963 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:30:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 0.8765, loss: 0.8765 +2024-07-16 20:17:07,426 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:29:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.8737, loss: 0.8737 +2024-07-16 20:17:30,836 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:29:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 0.9226, loss: 0.9226 +2024-07-16 20:17:54,283 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:28:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 0.8651, loss: 0.8651 +2024-07-16 20:18:17,717 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:28:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.8827, loss: 0.8827 +2024-07-16 20:18:41,119 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:28:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 0.9871, loss: 0.9871 +2024-07-16 20:19:04,484 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:27:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 0.8678, loss: 0.8678 +2024-07-16 20:19:27,949 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:27:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 0.9336, loss: 0.9336 +2024-07-16 20:19:29,758 - pyskl - INFO - Saving checkpoint at 32 epochs +2024-07-16 20:20:46,976 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:20:47,042 - pyskl - INFO - +top1_acc 0.8006 +top5_acc 0.9684 +2024-07-16 20:20:47,044 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8006, top5_acc: 0.9684 +2024-07-16 20:21:28,765 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:27:51, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9825, loss_cls: 0.8344, loss: 0.8344 +2024-07-16 20:21:52,074 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:27:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 0.9151, loss: 0.9151 +2024-07-16 20:22:15,479 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:27:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.8548, loss: 0.8548 +2024-07-16 20:22:38,933 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:26:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 0.8216, loss: 0.8216 +2024-07-16 20:23:02,278 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:26:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 0.8567, loss: 0.8567 +2024-07-16 20:23:25,631 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:25:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 0.8577, loss: 0.8577 +2024-07-16 20:23:49,008 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:25:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.8327, loss: 0.8327 +2024-07-16 20:24:12,392 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:24:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 0.9035, loss: 0.9035 +2024-07-16 20:24:35,753 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:24:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 0.8245, loss: 0.8245 +2024-07-16 20:24:59,108 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:24:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.8901, loss: 0.8901 +2024-07-16 20:25:22,453 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:23:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 0.8833, loss: 0.8833 +2024-07-16 20:25:45,847 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:23:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 0.8858, loss: 0.8858 +2024-07-16 20:26:09,196 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 19:22:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.8412, loss: 0.8412 +2024-07-16 20:26:32,537 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 19:22:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 0.8933, loss: 0.8933 +2024-07-16 20:26:55,873 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 19:22:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.8978, loss: 0.8978 +2024-07-16 20:27:19,268 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 19:21:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.8714, loss: 0.8714 +2024-07-16 20:27:42,608 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 19:21:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 0.8293, loss: 0.8293 +2024-07-16 20:28:05,955 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 19:20:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 0.8595, loss: 0.8595 +2024-07-16 20:28:29,325 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 19:20:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 0.9020, loss: 0.9020 +2024-07-16 20:28:52,665 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 19:19:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.9090, loss: 0.9090 +2024-07-16 20:29:16,026 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 19:19:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9806, loss_cls: 0.8569, loss: 0.8569 +2024-07-16 20:29:39,400 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 19:19:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 0.9537, loss: 0.9537 +2024-07-16 20:30:02,722 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 19:18:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 0.9664, loss: 0.9664 +2024-07-16 20:30:26,082 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 19:18:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 0.8373, loss: 0.8373 +2024-07-16 20:30:49,799 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 19:17:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 0.8699, loss: 0.8699 +2024-07-16 20:30:51,621 - pyskl - INFO - Saving checkpoint at 33 epochs +2024-07-16 20:32:09,179 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:32:09,246 - pyskl - INFO - +top1_acc 0.7997 +top5_acc 0.9677 +2024-07-16 20:32:09,249 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7997, top5_acc: 0.9677 +2024-07-16 20:32:51,258 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 19:18:29, time: 0.420, data_time: 0.181, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.8374, loss: 0.8374 +2024-07-16 20:33:14,773 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 19:18:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 0.9011, loss: 0.9011 +2024-07-16 20:33:38,473 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 19:17:41, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 0.9093, loss: 0.9093 +2024-07-16 20:34:01,961 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 19:17:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 0.8809, loss: 0.8809 +2024-07-16 20:34:25,449 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 19:16:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 0.8162, loss: 0.8162 +2024-07-16 20:34:48,834 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 19:16:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.8780, loss: 0.8780 +2024-07-16 20:35:12,271 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 19:16:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8013, top5_acc: 0.9750, loss_cls: 0.9415, loss: 0.9415 +2024-07-16 20:35:35,673 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 19:15:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.9388, loss: 0.9388 +2024-07-16 20:35:59,032 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 19:15:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.8738, loss: 0.8738 +2024-07-16 20:36:22,422 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 19:14:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.8893, loss: 0.8893 +2024-07-16 20:36:45,813 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 19:14:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.8085, loss: 0.8085 +2024-07-16 20:37:09,203 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 19:13:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 0.9321, loss: 0.9321 +2024-07-16 20:37:32,611 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 19:13:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8342, loss: 0.8342 +2024-07-16 20:37:55,982 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 19:13:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.9251, loss: 0.9251 +2024-07-16 20:38:19,375 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 19:12:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.8898, loss: 0.8898 +2024-07-16 20:38:42,760 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 19:12:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 0.8497, loss: 0.8497 +2024-07-16 20:39:06,136 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 19:11:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 0.8519, loss: 0.8519 +2024-07-16 20:39:29,542 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 19:11:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 0.8746, loss: 0.8746 +2024-07-16 20:39:52,946 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 19:11:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9800, loss_cls: 0.9144, loss: 0.9144 +2024-07-16 20:40:16,341 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 19:10:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 0.8110, loss: 0.8110 +2024-07-16 20:40:39,760 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 19:10:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.8059, loss: 0.8059 +2024-07-16 20:41:03,123 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 19:09:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.8684, loss: 0.8684 +2024-07-16 20:41:26,510 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 19:09:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 0.9066, loss: 0.9066 +2024-07-16 20:41:49,903 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 19:09:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.8933, loss: 0.8933 +2024-07-16 20:42:13,532 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 19:08:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 0.9556, loss: 0.9556 +2024-07-16 20:42:15,327 - pyskl - INFO - Saving checkpoint at 34 epochs +2024-07-16 20:43:32,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:43:32,678 - pyskl - INFO - +top1_acc 0.7914 +top5_acc 0.9680 +2024-07-16 20:43:32,681 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7914, top5_acc: 0.9680 +2024-07-16 20:44:14,249 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 19:09:07, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9875, loss_cls: 0.8033, loss: 0.8033 +2024-07-16 20:44:37,681 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 19:08:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.8577, loss: 0.8577 +2024-07-16 20:45:01,125 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 19:08:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.8217, loss: 0.8217 +2024-07-16 20:45:24,568 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 19:07:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8324, loss: 0.8324 +2024-07-16 20:45:47,932 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 19:07:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.8476, loss: 0.8476 +2024-07-16 20:46:11,408 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 19:07:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 0.8272, loss: 0.8272 +2024-07-16 20:46:34,823 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 19:06:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9794, loss_cls: 0.8974, loss: 0.8974 +2024-07-16 20:46:58,260 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 19:06:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.8745, loss: 0.8745 +2024-07-16 20:47:21,703 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 19:05:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.8389, loss: 0.8389 +2024-07-16 20:47:45,075 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 19:05:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9831, loss_cls: 0.9005, loss: 0.9005 +2024-07-16 20:48:08,432 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 19:05:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 0.8554, loss: 0.8554 +2024-07-16 20:48:31,809 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 19:04:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 0.8447, loss: 0.8447 +2024-07-16 20:48:55,179 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 19:04:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 0.8387, loss: 0.8387 +2024-07-16 20:49:18,560 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 19:03:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 0.8908, loss: 0.8908 +2024-07-16 20:49:41,931 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 19:03:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 0.8966, loss: 0.8966 +2024-07-16 20:50:05,294 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 19:02:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 0.9255, loss: 0.9255 +2024-07-16 20:50:28,682 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 19:02:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.8825, loss: 0.8825 +2024-07-16 20:50:52,068 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 19:02:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 0.8867, loss: 0.8867 +2024-07-16 20:51:15,435 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 19:01:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.8994, loss: 0.8994 +2024-07-16 20:51:38,825 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 19:01:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.8726, loss: 0.8726 +2024-07-16 20:52:02,206 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 19:00:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9819, loss_cls: 0.8463, loss: 0.8463 +2024-07-16 20:52:25,584 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 19:00:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.8992, loss: 0.8992 +2024-07-16 20:52:48,993 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 19:00:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 0.9150, loss: 0.9150 +2024-07-16 20:53:12,389 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 18:59:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 0.8858, loss: 0.8858 +2024-07-16 20:53:35,965 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 18:59:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.8500, loss: 0.8500 +2024-07-16 20:53:37,816 - pyskl - INFO - Saving checkpoint at 35 epochs +2024-07-16 20:54:55,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:54:55,517 - pyskl - INFO - +top1_acc 0.7881 +top5_acc 0.9692 +2024-07-16 20:54:55,519 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7881, top5_acc: 0.9692 +2024-07-16 20:55:37,280 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 18:59:42, time: 0.418, data_time: 0.181, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 0.8584, loss: 0.8584 +2024-07-16 20:56:00,596 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 18:59:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.7941, loss: 0.7941 +2024-07-16 20:56:24,025 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 18:58:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 0.8533, loss: 0.8533 +2024-07-16 20:56:47,567 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 18:58:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.8362, loss: 0.8362 +2024-07-16 20:57:11,108 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 18:58:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8063, top5_acc: 0.9788, loss_cls: 0.8873, loss: 0.8873 +2024-07-16 20:57:34,587 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 18:57:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 0.8721, loss: 0.8721 +2024-07-16 20:57:58,027 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 18:57:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 0.8249, loss: 0.8249 +2024-07-16 20:58:21,464 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 18:56:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 0.9125, loss: 0.9125 +2024-07-16 20:58:44,815 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 18:56:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 0.9005, loss: 0.9005 +2024-07-16 20:59:08,188 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 18:56:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.8507, loss: 0.8507 +2024-07-16 20:59:31,525 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 18:55:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 0.7914, loss: 0.7914 +2024-07-16 20:59:54,877 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 18:55:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 0.9142, loss: 0.9142 +2024-07-16 21:00:18,193 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 18:54:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.9017, loss: 0.9017 +2024-07-16 21:00:41,555 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 18:54:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.8543, loss: 0.8543 +2024-07-16 21:01:04,956 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 18:53:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 0.8201, loss: 0.8201 +2024-07-16 21:01:28,346 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 18:53:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 0.8938, loss: 0.8938 +2024-07-16 21:01:51,790 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 18:53:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.8353, loss: 0.8353 +2024-07-16 21:02:15,207 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 18:52:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 0.8739, loss: 0.8739 +2024-07-16 21:02:38,586 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 18:52:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.8041, loss: 0.8041 +2024-07-16 21:03:02,007 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 18:51:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 0.8311, loss: 0.8311 +2024-07-16 21:03:25,400 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 18:51:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.7949, loss: 0.7949 +2024-07-16 21:03:48,783 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 18:51:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 0.9219, loss: 0.9219 +2024-07-16 21:04:12,174 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 18:50:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 0.8420, loss: 0.8420 +2024-07-16 21:04:35,558 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 18:50:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.8500, loss: 0.8500 +2024-07-16 21:04:59,053 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 18:49:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 0.9178, loss: 0.9178 +2024-07-16 21:05:00,871 - pyskl - INFO - Saving checkpoint at 36 epochs +2024-07-16 21:06:18,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:06:18,699 - pyskl - INFO - +top1_acc 0.7922 +top5_acc 0.9671 +2024-07-16 21:06:18,701 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7922, top5_acc: 0.9671 +2024-07-16 21:07:00,562 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 18:50:15, time: 0.419, data_time: 0.181, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.9070, loss: 0.9070 +2024-07-16 21:07:23,899 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 18:49:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.8557, loss: 0.8557 +2024-07-16 21:07:47,289 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 18:49:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 0.8454, loss: 0.8454 +2024-07-16 21:08:10,713 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 18:49:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 0.8760, loss: 0.8760 +2024-07-16 21:08:34,111 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 18:48:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.8610, loss: 0.8610 +2024-07-16 21:08:57,475 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 18:48:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.8812, loss: 0.8812 +2024-07-16 21:09:20,908 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 18:47:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.8576, loss: 0.8576 +2024-07-16 21:09:44,295 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 18:47:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8892, loss: 0.8892 +2024-07-16 21:10:07,739 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 18:46:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.8853, loss: 0.8853 +2024-07-16 21:10:31,138 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 18:46:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 0.8456, loss: 0.8456 +2024-07-16 21:10:54,546 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 18:46:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.8572, loss: 0.8572 +2024-07-16 21:11:17,956 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 18:45:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.8001, loss: 0.8001 +2024-07-16 21:11:41,405 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 18:45:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.8222, loss: 0.8222 +2024-07-16 21:12:04,852 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 18:44:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.8073, loss: 0.8073 +2024-07-16 21:12:28,296 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 18:44:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 0.8930, loss: 0.8930 +2024-07-16 21:12:51,682 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 18:44:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9669, loss_cls: 0.8553, loss: 0.8553 +2024-07-16 21:13:15,094 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 18:43:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 0.8044, loss: 0.8044 +2024-07-16 21:13:38,499 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 18:43:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.8811, loss: 0.8811 +2024-07-16 21:14:01,911 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 18:42:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.8535, loss: 0.8535 +2024-07-16 21:14:25,372 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 18:42:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.8508, loss: 0.8508 +2024-07-16 21:14:48,826 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 18:42:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9644, loss_cls: 0.9495, loss: 0.9495 +2024-07-16 21:15:12,244 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 18:41:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.7690, loss: 0.7690 +2024-07-16 21:15:35,669 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 18:41:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 0.8886, loss: 0.8886 +2024-07-16 21:15:59,153 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 18:40:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 0.9410, loss: 0.9410 +2024-07-16 21:16:22,661 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 18:40:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 0.8954, loss: 0.8954 +2024-07-16 21:16:24,500 - pyskl - INFO - Saving checkpoint at 37 epochs +2024-07-16 21:17:42,119 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:17:42,186 - pyskl - INFO - +top1_acc 0.7981 +top5_acc 0.9671 +2024-07-16 21:17:42,188 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7981, top5_acc: 0.9671 +2024-07-16 21:18:23,966 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 18:40:47, time: 0.418, data_time: 0.179, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 0.8472, loss: 0.8472 +2024-07-16 21:18:47,293 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 18:40:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.8090, loss: 0.8090 +2024-07-16 21:19:10,649 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:39:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 0.7853, loss: 0.7853 +2024-07-16 21:19:34,030 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:39:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.7973, loss: 0.7973 +2024-07-16 21:19:57,485 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:39:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.9177, loss: 0.9177 +2024-07-16 21:20:20,916 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:38:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.8386, loss: 0.8386 +2024-07-16 21:20:44,359 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:38:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 0.8860, loss: 0.8860 +2024-07-16 21:21:07,843 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:37:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 0.8732, loss: 0.8732 +2024-07-16 21:21:31,333 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:37:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 0.8407, loss: 0.8407 +2024-07-16 21:21:54,719 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:37:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 0.8089, loss: 0.8089 +2024-07-16 21:22:18,138 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:36:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.8040, loss: 0.8040 +2024-07-16 21:22:41,526 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:36:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9862, loss_cls: 0.8186, loss: 0.8186 +2024-07-16 21:23:04,948 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:35:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.7922, loss: 0.7922 +2024-07-16 21:23:28,370 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:35:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 0.8006, loss: 0.8006 +2024-07-16 21:23:51,795 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:35:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 0.8281, loss: 0.8281 +2024-07-16 21:24:15,238 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:34:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9862, loss_cls: 0.7934, loss: 0.7934 +2024-07-16 21:24:38,681 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:34:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.8424, loss: 0.8424 +2024-07-16 21:25:02,117 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:33:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 0.8892, loss: 0.8892 +2024-07-16 21:25:25,548 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:33:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 0.8644, loss: 0.8644 +2024-07-16 21:25:48,960 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:32:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 0.8492, loss: 0.8492 +2024-07-16 21:26:12,387 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:32:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 0.8624, loss: 0.8624 +2024-07-16 21:26:35,837 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:32:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 0.8477, loss: 0.8477 +2024-07-16 21:26:59,332 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:31:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 0.8040, loss: 0.8040 +2024-07-16 21:27:22,743 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:31:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.8466, loss: 0.8466 +2024-07-16 21:27:46,239 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:30:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 0.9335, loss: 0.9335 +2024-07-16 21:27:48,049 - pyskl - INFO - Saving checkpoint at 38 epochs +2024-07-16 21:29:05,659 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:29:05,725 - pyskl - INFO - +top1_acc 0.8004 +top5_acc 0.9676 +2024-07-16 21:29:05,728 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8004, top5_acc: 0.9676 +2024-07-16 21:29:47,673 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:31:17, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.7762, loss: 0.7762 +2024-07-16 21:30:10,987 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:30:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.7951, loss: 0.7951 +2024-07-16 21:30:34,350 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:30:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.7741, loss: 0.7741 +2024-07-16 21:30:57,738 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:30:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9831, loss_cls: 0.8705, loss: 0.8705 +2024-07-16 21:31:21,166 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:29:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9844, loss_cls: 0.8556, loss: 0.8556 +2024-07-16 21:31:44,720 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:29:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 0.8832, loss: 0.8832 +2024-07-16 21:32:08,152 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:28:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.8032, loss: 0.8032 +2024-07-16 21:32:31,583 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:28:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.8530, loss: 0.8530 +2024-07-16 21:32:55,082 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:27:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 0.8865, loss: 0.8865 +2024-07-16 21:33:18,640 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:27:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 0.8946, loss: 0.8946 +2024-07-16 21:33:42,088 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:27:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.8097, loss: 0.8097 +2024-07-16 21:34:05,479 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:26:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 0.7938, loss: 0.7938 +2024-07-16 21:34:28,898 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:26:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.8205, loss: 0.8205 +2024-07-16 21:34:52,311 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:25:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.8339, loss: 0.8339 +2024-07-16 21:35:15,733 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:25:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 0.8581, loss: 0.8581 +2024-07-16 21:35:39,164 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:25:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.8390, loss: 0.8390 +2024-07-16 21:36:02,620 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 18:24:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 0.8462, loss: 0.8462 +2024-07-16 21:36:26,000 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:24:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 0.9057, loss: 0.9057 +2024-07-16 21:36:49,360 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 18:23:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 0.8769, loss: 0.8769 +2024-07-16 21:37:12,690 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 18:23:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.8614, loss: 0.8614 +2024-07-16 21:37:36,023 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 18:23:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 0.7825, loss: 0.7825 +2024-07-16 21:37:59,372 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 18:22:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.7924, loss: 0.7924 +2024-07-16 21:38:22,724 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 18:22:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9850, loss_cls: 0.7996, loss: 0.7996 +2024-07-16 21:38:46,091 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 18:21:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9781, loss_cls: 0.8812, loss: 0.8812 +2024-07-16 21:39:09,488 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 18:21:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 0.7194, loss: 0.7194 +2024-07-16 21:39:11,290 - pyskl - INFO - Saving checkpoint at 39 epochs +2024-07-16 21:40:28,923 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:40:28,990 - pyskl - INFO - +top1_acc 0.8225 +top5_acc 0.9734 +2024-07-16 21:40:28,994 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_30.pth was removed +2024-07-16 21:40:29,124 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2024-07-16 21:40:29,124 - pyskl - INFO - Best top1_acc is 0.8225 at 39 epoch. +2024-07-16 21:40:29,127 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8225, top5_acc: 0.9734 +2024-07-16 21:41:10,825 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 18:21:45, time: 0.417, data_time: 0.179, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 0.8178, loss: 0.8178 +2024-07-16 21:41:34,124 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 18:21:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9862, loss_cls: 0.7654, loss: 0.7654 +2024-07-16 21:41:57,498 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 18:20:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 0.8160, loss: 0.8160 +2024-07-16 21:42:20,878 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 18:20:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 0.8003, loss: 0.8003 +2024-07-16 21:42:44,252 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 18:20:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.8334, loss: 0.8334 +2024-07-16 21:43:07,648 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 18:19:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 0.8210, loss: 0.8210 +2024-07-16 21:43:31,093 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 18:19:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.8452, loss: 0.8452 +2024-07-16 21:43:54,455 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 18:18:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 0.8241, loss: 0.8241 +2024-07-16 21:44:17,831 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 18:18:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.8740, loss: 0.8740 +2024-07-16 21:44:41,270 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 18:18:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.8366, loss: 0.8366 +2024-07-16 21:45:04,608 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 18:17:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 0.8863, loss: 0.8863 +2024-07-16 21:45:27,961 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 18:17:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.7815, loss: 0.7815 +2024-07-16 21:45:51,327 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 18:16:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.8435, loss: 0.8435 +2024-07-16 21:46:14,738 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 18:16:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 0.9000, loss: 0.9000 +2024-07-16 21:46:38,138 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 18:15:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.7931, loss: 0.7931 +2024-07-16 21:47:01,564 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 18:15:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.8087, loss: 0.8087 +2024-07-16 21:47:24,969 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 18:15:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9850, loss_cls: 0.7832, loss: 0.7832 +2024-07-16 21:47:48,296 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 18:14:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.8619, loss: 0.8619 +2024-07-16 21:48:11,618 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 18:14:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.8604, loss: 0.8604 +2024-07-16 21:48:34,961 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 18:13:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 0.9161, loss: 0.9161 +2024-07-16 21:48:58,310 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 18:13:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 0.7814, loss: 0.7814 +2024-07-16 21:49:21,642 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 18:13:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.8618, loss: 0.8618 +2024-07-16 21:49:44,999 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 18:12:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 0.8332, loss: 0.8332 +2024-07-16 21:50:08,370 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 18:12:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.7863, loss: 0.7863 +2024-07-16 21:50:31,865 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 18:11:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.8668, loss: 0.8668 +2024-07-16 21:50:33,670 - pyskl - INFO - Saving checkpoint at 40 epochs +2024-07-16 21:51:51,212 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:51:51,282 - pyskl - INFO - +top1_acc 0.7930 +top5_acc 0.9649 +2024-07-16 21:51:51,285 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.7930, top5_acc: 0.9649 +2024-07-16 21:52:32,926 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 18:12:08, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.8305, loss: 0.8305 +2024-07-16 21:52:56,281 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 18:11:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 0.7578, loss: 0.7578 +2024-07-16 21:53:19,682 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 18:11:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.8172, loss: 0.8172 +2024-07-16 21:53:43,128 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 18:10:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 0.8059, loss: 0.8059 +2024-07-16 21:54:06,543 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 18:10:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.9248, loss: 0.9248 +2024-07-16 21:54:29,979 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 18:10:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 0.8048, loss: 0.8048 +2024-07-16 21:54:53,453 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 18:09:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 0.8135, loss: 0.8135 +2024-07-16 21:55:16,994 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 18:09:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 0.8662, loss: 0.8662 +2024-07-16 21:55:40,476 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 18:08:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.7879, loss: 0.7879 +2024-07-16 21:56:03,968 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 18:08:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.7960, loss: 0.7960 +2024-07-16 21:56:27,506 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 18:08:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.8047, loss: 0.8047 +2024-07-16 21:56:50,970 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 18:07:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.8138, loss: 0.8138 +2024-07-16 21:57:14,423 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 18:07:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 0.7969, loss: 0.7969 +2024-07-16 21:57:37,912 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 18:06:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 0.8016, loss: 0.8016 +2024-07-16 21:58:01,361 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 18:06:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.8921, loss: 0.8921 +2024-07-16 21:58:24,823 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 18:05:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.8823, loss: 0.8823 +2024-07-16 21:58:48,311 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 18:05:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.8039, loss: 0.8039 +2024-07-16 21:59:11,789 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 18:05:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 0.8483, loss: 0.8483 +2024-07-16 21:59:35,266 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 18:04:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 0.9466, loss: 0.9466 +2024-07-16 21:59:58,709 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 18:04:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.8360, loss: 0.8360 +2024-07-16 22:00:22,171 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 18:03:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 0.8763, loss: 0.8763 +2024-07-16 22:00:45,613 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 18:03:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.7985, loss: 0.7985 +2024-07-16 22:01:09,053 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 18:03:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9862, loss_cls: 0.8304, loss: 0.8304 +2024-07-16 22:01:32,572 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 18:02:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.7910, loss: 0.7910 +2024-07-16 22:01:55,987 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 18:02:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.8521, loss: 0.8521 +2024-07-16 22:01:57,811 - pyskl - INFO - Saving checkpoint at 41 epochs +2024-07-16 22:03:15,330 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:03:15,397 - pyskl - INFO - +top1_acc 0.8106 +top5_acc 0.9699 +2024-07-16 22:03:15,399 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8106, top5_acc: 0.9699 +2024-07-16 22:03:56,818 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 18:02:34, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.7556, loss: 0.7556 +2024-07-16 22:04:20,156 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 18:02:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.7402, loss: 0.7402 +2024-07-16 22:04:43,554 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 18:01:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.7976, loss: 0.7976 +2024-07-16 22:05:07,003 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 18:01:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 0.7628, loss: 0.7628 +2024-07-16 22:05:30,412 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 18:00:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.7479, loss: 0.7479 +2024-07-16 22:05:53,831 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 18:00:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.8315, loss: 0.8315 +2024-07-16 22:06:17,258 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 18:00:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 0.9266, loss: 0.9266 +2024-07-16 22:06:40,822 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 17:59:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 0.8940, loss: 0.8940 +2024-07-16 22:07:04,464 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 17:59:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 0.8313, loss: 0.8313 +2024-07-16 22:07:27,916 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 17:58:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9819, loss_cls: 0.8533, loss: 0.8533 +2024-07-16 22:07:51,576 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 17:58:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.8351, loss: 0.8351 +2024-07-16 22:08:15,269 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 17:58:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 0.7792, loss: 0.7792 +2024-07-16 22:08:38,708 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 17:57:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9838, loss_cls: 0.7852, loss: 0.7852 +2024-07-16 22:09:02,122 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 17:57:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.7783, loss: 0.7783 +2024-07-16 22:09:25,535 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 17:56:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.7802, loss: 0.7802 +2024-07-16 22:09:48,888 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 17:56:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.8189, loss: 0.8189 +2024-07-16 22:10:12,249 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 17:56:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9825, loss_cls: 0.8518, loss: 0.8518 +2024-07-16 22:10:35,630 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 17:55:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 0.8764, loss: 0.8764 +2024-07-16 22:10:58,992 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 17:55:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9831, loss_cls: 0.8649, loss: 0.8649 +2024-07-16 22:11:22,357 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 17:54:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9656, loss_cls: 0.8760, loss: 0.8760 +2024-07-16 22:11:45,704 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 17:54:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 0.8380, loss: 0.8380 +2024-07-16 22:12:09,054 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 17:53:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 0.7928, loss: 0.7928 +2024-07-16 22:12:32,429 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 17:53:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.7833, loss: 0.7833 +2024-07-16 22:12:55,896 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 17:53:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.8032, loss: 0.8032 +2024-07-16 22:13:19,571 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 17:52:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 0.8051, loss: 0.8051 +2024-07-16 22:13:21,400 - pyskl - INFO - Saving checkpoint at 42 epochs +2024-07-16 22:14:39,015 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:14:39,081 - pyskl - INFO - +top1_acc 0.8045 +top5_acc 0.9723 +2024-07-16 22:14:39,083 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8045, top5_acc: 0.9723 +2024-07-16 22:15:20,835 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 17:53:00, time: 0.417, data_time: 0.179, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.7456, loss: 0.7456 +2024-07-16 22:15:44,253 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 17:52:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9806, loss_cls: 0.8250, loss: 0.8250 +2024-07-16 22:16:07,604 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 17:52:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.7652, loss: 0.7652 +2024-07-16 22:16:30,974 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 17:51:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.8139, loss: 0.8139 +2024-07-16 22:16:54,353 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 17:51:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 0.8472, loss: 0.8472 +2024-07-16 22:17:17,730 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 17:50:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.8210, loss: 0.8210 +2024-07-16 22:17:41,149 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 17:50:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.7698, loss: 0.7698 +2024-07-16 22:18:04,623 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 17:50:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.7869, loss: 0.7869 +2024-07-16 22:18:28,082 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 17:49:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 0.8455, loss: 0.8455 +2024-07-16 22:18:51,460 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 17:49:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 0.8214, loss: 0.8214 +2024-07-16 22:19:14,808 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 17:48:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 0.7988, loss: 0.7988 +2024-07-16 22:19:38,157 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 17:48:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.7906, loss: 0.7906 +2024-07-16 22:20:01,660 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 17:48:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.8019, loss: 0.8019 +2024-07-16 22:20:25,124 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 17:47:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.7927, loss: 0.7927 +2024-07-16 22:20:48,585 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 17:47:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8322, loss: 0.8322 +2024-07-16 22:21:11,993 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 17:46:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.8665, loss: 0.8665 +2024-07-16 22:21:35,356 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 17:46:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 0.8838, loss: 0.8838 +2024-07-16 22:21:58,801 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:45:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 0.9268, loss: 0.9268 +2024-07-16 22:22:22,203 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:45:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.8278, loss: 0.8278 +2024-07-16 22:22:45,547 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:45:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9862, loss_cls: 0.7643, loss: 0.7643 +2024-07-16 22:23:08,946 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:44:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 0.7734, loss: 0.7734 +2024-07-16 22:23:32,278 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 17:44:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.7828, loss: 0.7828 +2024-07-16 22:23:55,613 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 17:43:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 0.9025, loss: 0.9025 +2024-07-16 22:24:19,006 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:43:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 0.7820, loss: 0.7820 +2024-07-16 22:24:42,661 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:43:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 0.8579, loss: 0.8579 +2024-07-16 22:24:44,467 - pyskl - INFO - Saving checkpoint at 43 epochs +2024-07-16 22:26:02,219 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:26:02,285 - pyskl - INFO - +top1_acc 0.8247 +top5_acc 0.9711 +2024-07-16 22:26:02,289 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_39.pth was removed +2024-07-16 22:26:02,420 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2024-07-16 22:26:02,420 - pyskl - INFO - Best top1_acc is 0.8247 at 43 epoch. +2024-07-16 22:26:02,422 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8247, top5_acc: 0.9711 +2024-07-16 22:26:43,824 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:43:21, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 0.7803, loss: 0.7803 +2024-07-16 22:27:07,135 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:42:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.7318, loss: 0.7318 +2024-07-16 22:27:30,509 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:42:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 0.8137, loss: 0.8137 +2024-07-16 22:27:53,879 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:42:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 0.7484, loss: 0.7484 +2024-07-16 22:28:17,266 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:41:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9881, loss_cls: 0.7342, loss: 0.7342 +2024-07-16 22:28:40,648 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:41:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.8945, loss: 0.8945 +2024-07-16 22:29:04,038 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:40:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.7661, loss: 0.7661 +2024-07-16 22:29:27,423 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:40:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.7483, loss: 0.7483 +2024-07-16 22:29:50,867 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:40:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 0.8901, loss: 0.8901 +2024-07-16 22:30:14,335 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:39:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8395, loss: 0.8395 +2024-07-16 22:30:37,916 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:39:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 0.8498, loss: 0.8498 +2024-07-16 22:31:01,450 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:38:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 0.8816, loss: 0.8816 +2024-07-16 22:31:24,923 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:38:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 0.7632, loss: 0.7632 +2024-07-16 22:31:48,398 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:37:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 0.7745, loss: 0.7745 +2024-07-16 22:32:11,844 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:37:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 0.7748, loss: 0.7748 +2024-07-16 22:32:35,237 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:37:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 0.8204, loss: 0.8204 +2024-07-16 22:32:58,619 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:36:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 0.8197, loss: 0.8197 +2024-07-16 22:33:22,043 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:36:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 0.8853, loss: 0.8853 +2024-07-16 22:33:45,487 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:35:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.7759, loss: 0.7759 +2024-07-16 22:34:08,925 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:35:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.8358, loss: 0.8358 +2024-07-16 22:34:32,253 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:35:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 0.7739, loss: 0.7739 +2024-07-16 22:34:55,606 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:34:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 0.8946, loss: 0.8946 +2024-07-16 22:35:18,952 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:34:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.8748, loss: 0.8748 +2024-07-16 22:35:42,441 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:33:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.8592, loss: 0.8592 +2024-07-16 22:36:05,866 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:33:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 0.8214, loss: 0.8214 +2024-07-16 22:36:07,672 - pyskl - INFO - Saving checkpoint at 44 epochs +2024-07-16 22:37:25,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:37:25,305 - pyskl - INFO - +top1_acc 0.7950 +top5_acc 0.9657 +2024-07-16 22:37:25,307 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.7950, top5_acc: 0.9657 +2024-07-16 22:38:07,080 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:33:42, time: 0.418, data_time: 0.180, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.8032, loss: 0.8032 +2024-07-16 22:38:30,365 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:33:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.8104, loss: 0.8104 +2024-07-16 22:38:53,696 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:32:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 0.7741, loss: 0.7741 +2024-07-16 22:39:17,017 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:32:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 0.7950, loss: 0.7950 +2024-07-16 22:39:40,350 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:32:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.7929, loss: 0.7929 +2024-07-16 22:40:03,751 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:31:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.7987, loss: 0.7987 +2024-07-16 22:40:27,125 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:31:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9831, loss_cls: 0.8322, loss: 0.8322 +2024-07-16 22:40:50,532 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:30:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 0.7596, loss: 0.7596 +2024-07-16 22:41:14,000 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:30:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.7951, loss: 0.7951 +2024-07-16 22:41:37,385 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:29:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 0.7586, loss: 0.7586 +2024-07-16 22:42:00,926 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:29:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 0.8110, loss: 0.8110 +2024-07-16 22:42:24,425 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:29:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 0.7873, loss: 0.7873 +2024-07-16 22:42:47,942 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:28:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.7670, loss: 0.7670 +2024-07-16 22:43:11,286 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:28:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 0.8126, loss: 0.8126 +2024-07-16 22:43:34,776 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:27:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 0.8535, loss: 0.8535 +2024-07-16 22:43:58,283 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:27:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.8140, loss: 0.8140 +2024-07-16 22:44:21,756 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:27:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9750, loss_cls: 0.7609, loss: 0.7609 +2024-07-16 22:44:45,248 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:26:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 0.7844, loss: 0.7844 +2024-07-16 22:45:08,727 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:26:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.7661, loss: 0.7661 +2024-07-16 22:45:32,147 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:25:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.8727, loss: 0.8727 +2024-07-16 22:45:55,567 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:25:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 0.7769, loss: 0.7769 +2024-07-16 22:46:18,999 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:25:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 0.7719, loss: 0.7719 +2024-07-16 22:46:42,397 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:24:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 0.8781, loss: 0.8781 +2024-07-16 22:47:05,894 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 17:24:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.7436, loss: 0.7436 +2024-07-16 22:47:29,340 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 17:23:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.7957, loss: 0.7957 +2024-07-16 22:47:31,117 - pyskl - INFO - Saving checkpoint at 45 epochs +2024-07-16 22:48:48,714 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:48:48,781 - pyskl - INFO - +top1_acc 0.8211 +top5_acc 0.9704 +2024-07-16 22:48:48,783 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8211, top5_acc: 0.9704 +2024-07-16 22:49:30,215 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 17:24:01, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 0.7676, loss: 0.7676 +2024-07-16 22:49:53,522 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 17:23:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.7475, loss: 0.7475 +2024-07-16 22:50:16,848 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 17:23:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9819, loss_cls: 0.8253, loss: 0.8253 +2024-07-16 22:50:40,230 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 17:22:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.8045, loss: 0.8045 +2024-07-16 22:51:03,620 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 17:22:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.8325, loss: 0.8325 +2024-07-16 22:51:26,956 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 17:21:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 0.7749, loss: 0.7749 +2024-07-16 22:51:50,301 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 17:21:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 0.8241, loss: 0.8241 +2024-07-16 22:52:13,655 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 17:21:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.8145, loss: 0.8145 +2024-07-16 22:52:37,104 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 17:20:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.8092, loss: 0.8092 +2024-07-16 22:53:00,530 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 17:20:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 0.8184, loss: 0.8184 +2024-07-16 22:53:23,836 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 17:19:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 0.7303, loss: 0.7303 +2024-07-16 22:53:47,223 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 17:19:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.7520, loss: 0.7520 +2024-07-16 22:54:10,617 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 17:19:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 0.7988, loss: 0.7988 +2024-07-16 22:54:34,029 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 17:18:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.7751, loss: 0.7751 +2024-07-16 22:54:57,474 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 17:18:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 0.7526, loss: 0.7526 +2024-07-16 22:55:20,887 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 17:17:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.7736, loss: 0.7736 +2024-07-16 22:55:44,296 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 17:17:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.7543, loss: 0.7543 +2024-07-16 22:56:07,768 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 17:17:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7546, loss: 0.7546 +2024-07-16 22:56:31,176 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 17:16:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 0.7696, loss: 0.7696 +2024-07-16 22:56:54,579 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 17:16:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 0.7940, loss: 0.7940 +2024-07-16 22:57:17,973 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 17:15:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 0.7961, loss: 0.7961 +2024-07-16 22:57:41,382 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 17:15:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.8099, loss: 0.8099 +2024-07-16 22:58:04,765 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 17:14:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 0.9133, loss: 0.9133 +2024-07-16 22:58:28,248 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 17:14:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 0.8310, loss: 0.8310 +2024-07-16 22:58:51,761 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 17:14:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 0.8469, loss: 0.8469 +2024-07-16 22:58:53,539 - pyskl - INFO - Saving checkpoint at 46 epochs +2024-07-16 23:00:11,169 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:00:11,236 - pyskl - INFO - +top1_acc 0.7864 +top5_acc 0.9659 +2024-07-16 23:00:11,238 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7864, top5_acc: 0.9659 +2024-07-16 23:00:53,117 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 17:14:19, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.8529, loss: 0.8529 +2024-07-16 23:01:16,439 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 17:13:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 0.7965, loss: 0.7965 +2024-07-16 23:01:39,789 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 17:13:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 0.7762, loss: 0.7762 +2024-07-16 23:02:03,163 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 17:13:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.7937, loss: 0.7937 +2024-07-16 23:02:26,514 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 17:12:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.7590, loss: 0.7590 +2024-07-16 23:02:49,851 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 17:12:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 0.7032, loss: 0.7032 +2024-07-16 23:03:13,190 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 17:11:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 0.8020, loss: 0.8020 +2024-07-16 23:03:36,560 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 17:11:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.8049, loss: 0.8049 +2024-07-16 23:03:59,911 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 17:11:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.7875, loss: 0.7875 +2024-07-16 23:04:23,320 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 17:10:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 0.7436, loss: 0.7436 +2024-07-16 23:04:46,728 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 17:10:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.8288, loss: 0.8288 +2024-07-16 23:05:10,105 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 17:09:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7748, loss: 0.7748 +2024-07-16 23:05:33,723 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 17:09:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9694, loss_cls: 0.8652, loss: 0.8652 +2024-07-16 23:05:57,262 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 17:08:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.8691, loss: 0.8691 +2024-07-16 23:06:20,661 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 17:08:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.7472, loss: 0.7472 +2024-07-16 23:06:44,040 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 17:08:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 0.7309, loss: 0.7309 +2024-07-16 23:07:07,490 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 17:07:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 0.7956, loss: 0.7956 +2024-07-16 23:07:30,846 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 17:07:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 0.8244, loss: 0.8244 +2024-07-16 23:07:54,180 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 17:06:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.8105, loss: 0.8105 +2024-07-16 23:08:17,521 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 17:06:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 0.7973, loss: 0.7973 +2024-07-16 23:08:40,917 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 17:06:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 0.7544, loss: 0.7544 +2024-07-16 23:09:04,360 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 17:05:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.8299, loss: 0.8299 +2024-07-16 23:09:27,741 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 17:05:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9838, loss_cls: 0.8410, loss: 0.8410 +2024-07-16 23:09:51,188 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 17:04:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 0.8066, loss: 0.8066 +2024-07-16 23:10:14,650 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 17:04:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.7418, loss: 0.7418 +2024-07-16 23:10:16,445 - pyskl - INFO - Saving checkpoint at 47 epochs +2024-07-16 23:11:33,958 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:11:34,025 - pyskl - INFO - +top1_acc 0.7982 +top5_acc 0.9702 +2024-07-16 23:11:34,027 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.7982, top5_acc: 0.9702 +2024-07-16 23:12:15,747 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 17:04:36, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.7312, loss: 0.7312 +2024-07-16 23:12:39,338 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 17:04:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 0.7618, loss: 0.7618 +2024-07-16 23:13:02,727 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 17:03:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.7413, loss: 0.7413 +2024-07-16 23:13:26,031 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 17:03:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 0.9014, loss: 0.9014 +2024-07-16 23:13:49,378 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 17:02:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.8188, loss: 0.8188 +2024-07-16 23:14:12,664 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 17:02:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.8004, loss: 0.8004 +2024-07-16 23:14:35,957 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 17:02:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.7931, loss: 0.7931 +2024-07-16 23:14:59,287 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 17:01:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7589, loss: 0.7589 +2024-07-16 23:15:22,549 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 17:01:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.8105, loss: 0.8105 +2024-07-16 23:15:45,971 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 17:00:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.8387, loss: 0.8387 +2024-07-16 23:16:09,439 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 17:00:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.7962, loss: 0.7962 +2024-07-16 23:16:32,859 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 17:00:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 0.8734, loss: 0.8734 +2024-07-16 23:16:56,216 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 16:59:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 0.7546, loss: 0.7546 +2024-07-16 23:17:19,690 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 16:59:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.8106, loss: 0.8106 +2024-07-16 23:17:43,165 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 16:58:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.7442, loss: 0.7442 +2024-07-16 23:18:06,625 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 16:58:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 0.7399, loss: 0.7399 +2024-07-16 23:18:30,261 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 16:58:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 0.7636, loss: 0.7636 +2024-07-16 23:18:53,831 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 16:57:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 0.7891, loss: 0.7891 +2024-07-16 23:19:17,342 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 16:57:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.8052, loss: 0.8052 +2024-07-16 23:19:40,846 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 16:56:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 0.7703, loss: 0.7703 +2024-07-16 23:20:04,286 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 16:56:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 0.8289, loss: 0.8289 +2024-07-16 23:20:27,669 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 16:55:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.8059, loss: 0.8059 +2024-07-16 23:20:51,019 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 16:55:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 0.7662, loss: 0.7662 +2024-07-16 23:21:14,466 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 16:55:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 0.8018, loss: 0.8018 +2024-07-16 23:21:37,963 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 16:54:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.7327, loss: 0.7327 +2024-07-16 23:21:39,750 - pyskl - INFO - Saving checkpoint at 48 epochs +2024-07-16 23:22:57,322 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:22:57,388 - pyskl - INFO - +top1_acc 0.7866 +top5_acc 0.9692 +2024-07-16 23:22:57,390 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.7866, top5_acc: 0.9692 +2024-07-16 23:23:39,215 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 16:54:54, time: 0.418, data_time: 0.181, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9781, loss_cls: 0.8809, loss: 0.8809 +2024-07-16 23:24:02,577 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 16:54:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 0.7719, loss: 0.7719 +2024-07-16 23:24:25,998 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 16:54:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.7745, loss: 0.7745 +2024-07-16 23:24:49,352 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 16:53:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.7798, loss: 0.7798 +2024-07-16 23:25:12,688 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 16:53:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9719, loss_cls: 0.7933, loss: 0.7933 +2024-07-16 23:25:36,039 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 16:52:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.7579, loss: 0.7579 +2024-07-16 23:25:59,392 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 16:52:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9869, loss_cls: 0.7523, loss: 0.7523 +2024-07-16 23:26:22,750 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 16:52:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.6838, loss: 0.6838 +2024-07-16 23:26:46,082 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 16:51:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 0.7315, loss: 0.7315 +2024-07-16 23:27:09,442 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 16:51:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.7532, loss: 0.7532 +2024-07-16 23:27:32,822 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 16:50:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 0.8583, loss: 0.8583 +2024-07-16 23:27:56,230 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 16:50:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.8070, loss: 0.8070 +2024-07-16 23:28:19,659 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 16:49:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 0.8180, loss: 0.8180 +2024-07-16 23:28:43,098 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 16:49:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 0.8016, loss: 0.8016 +2024-07-16 23:29:06,579 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 16:49:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.7990, loss: 0.7990 +2024-07-16 23:29:30,058 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 16:48:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 0.7823, loss: 0.7823 +2024-07-16 23:29:53,493 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:48:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 0.8172, loss: 0.8172 +2024-07-16 23:30:16,974 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:47:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.7851, loss: 0.7851 +2024-07-16 23:30:40,426 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:47:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.7290, loss: 0.7290 +2024-07-16 23:31:03,813 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:47:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.7932, loss: 0.7932 +2024-07-16 23:31:27,167 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:46:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 0.7756, loss: 0.7756 +2024-07-16 23:31:50,534 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:46:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 0.7883, loss: 0.7883 +2024-07-16 23:32:13,958 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:45:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 0.8564, loss: 0.8564 +2024-07-16 23:32:37,447 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:45:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.7442, loss: 0.7442 +2024-07-16 23:33:00,978 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:45:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 0.7644, loss: 0.7644 +2024-07-16 23:33:02,751 - pyskl - INFO - Saving checkpoint at 49 epochs +2024-07-16 23:34:20,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:34:20,800 - pyskl - INFO - +top1_acc 0.8093 +top5_acc 0.9710 +2024-07-16 23:34:20,802 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8093, top5_acc: 0.9710 +2024-07-16 23:35:02,666 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:45:10, time: 0.419, data_time: 0.181, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.7358, loss: 0.7358 +2024-07-16 23:35:25,985 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:44:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.7725, loss: 0.7725 +2024-07-16 23:35:49,385 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:44:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.7078, loss: 0.7078 +2024-07-16 23:36:12,791 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:43:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.7781, loss: 0.7781 +2024-07-16 23:36:36,189 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:43:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.6984, loss: 0.6984 +2024-07-16 23:36:59,629 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:43:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 0.7452, loss: 0.7452 +2024-07-16 23:37:23,043 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:42:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7990, loss: 0.7990 +2024-07-16 23:37:46,484 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:42:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 0.7358, loss: 0.7358 +2024-07-16 23:38:09,902 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:41:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 0.7382, loss: 0.7382 +2024-07-16 23:38:33,320 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:41:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7513, loss: 0.7513 +2024-07-16 23:38:56,735 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:41:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 0.8504, loss: 0.8504 +2024-07-16 23:39:20,120 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:40:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 0.8642, loss: 0.8642 +2024-07-16 23:39:43,602 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:40:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.7686, loss: 0.7686 +2024-07-16 23:40:07,069 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:39:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 0.7390, loss: 0.7390 +2024-07-16 23:40:30,619 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:39:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.7778, loss: 0.7778 +2024-07-16 23:40:54,208 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:39:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.7670, loss: 0.7670 +2024-07-16 23:41:17,695 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:38:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 0.7815, loss: 0.7815 +2024-07-16 23:41:41,150 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:38:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.7142, loss: 0.7142 +2024-07-16 23:42:04,614 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:37:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 0.7711, loss: 0.7711 +2024-07-16 23:42:27,976 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:37:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.8273, loss: 0.8273 +2024-07-16 23:42:51,379 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:36:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.7879, loss: 0.7879 +2024-07-16 23:43:14,780 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:36:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.8633, loss: 0.8633 +2024-07-16 23:43:38,222 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:36:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 0.8056, loss: 0.8056 +2024-07-16 23:44:01,744 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:35:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.7509, loss: 0.7509 +2024-07-16 23:44:25,228 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:35:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 0.7406, loss: 0.7406 +2024-07-16 23:44:27,021 - pyskl - INFO - Saving checkpoint at 50 epochs +2024-07-16 23:45:45,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:45:45,115 - pyskl - INFO - +top1_acc 0.8167 +top5_acc 0.9726 +2024-07-16 23:45:45,117 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8167, top5_acc: 0.9726 +2024-07-16 23:46:26,922 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:35:26, time: 0.418, data_time: 0.181, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 0.6987, loss: 0.6987 +2024-07-16 23:46:50,240 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:35:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 0.7731, loss: 0.7731 +2024-07-16 23:47:13,604 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:34:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.7079, loss: 0.7079 +2024-07-16 23:47:36,948 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:34:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.7163, loss: 0.7163 +2024-07-16 23:48:00,291 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:33:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.7496, loss: 0.7496 +2024-07-16 23:48:23,649 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:33:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.7647, loss: 0.7647 +2024-07-16 23:48:47,009 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:32:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.7706, loss: 0.7706 +2024-07-16 23:49:10,375 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:32:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 0.7564, loss: 0.7564 +2024-07-16 23:49:33,723 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:32:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.7489, loss: 0.7489 +2024-07-16 23:49:57,068 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:31:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.7725, loss: 0.7725 +2024-07-16 23:50:20,441 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:31:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.7675, loss: 0.7675 +2024-07-16 23:50:43,832 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:30:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 0.8092, loss: 0.8092 +2024-07-16 23:51:07,237 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:30:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.7860, loss: 0.7860 +2024-07-16 23:51:30,599 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:30:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9894, loss_cls: 0.7247, loss: 0.7247 +2024-07-16 23:51:53,950 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:29:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.7320, loss: 0.7320 +2024-07-16 23:52:17,541 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:29:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 0.7783, loss: 0.7783 +2024-07-16 23:52:40,961 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:28:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 0.8201, loss: 0.8201 +2024-07-16 23:53:04,365 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:28:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.7384, loss: 0.7384 +2024-07-16 23:53:27,831 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:28:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9875, loss_cls: 0.7199, loss: 0.7199 +2024-07-16 23:53:51,442 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:27:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 0.7550, loss: 0.7550 +2024-07-16 23:54:14,900 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:27:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.7711, loss: 0.7711 +2024-07-16 23:54:38,320 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:26:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.7896, loss: 0.7896 +2024-07-16 23:55:01,684 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:26:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.8290, loss: 0.8290 +2024-07-16 23:55:25,095 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:25:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.8067, loss: 0.8067 +2024-07-16 23:55:48,435 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:25:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 0.8037, loss: 0.8037 +2024-07-16 23:55:50,262 - pyskl - INFO - Saving checkpoint at 51 epochs +2024-07-16 23:57:08,138 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:57:08,205 - pyskl - INFO - +top1_acc 0.8054 +top5_acc 0.9722 +2024-07-16 23:57:08,207 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8054, top5_acc: 0.9722 +2024-07-16 23:57:49,695 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:25:39, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.6833, loss: 0.6833 +2024-07-16 23:58:12,999 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:25:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.7510, loss: 0.7510 +2024-07-16 23:58:36,323 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:24:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 0.8112, loss: 0.8112 +2024-07-16 23:58:59,634 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 16:24:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9850, loss_cls: 0.7299, loss: 0.7299 +2024-07-16 23:59:22,961 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 16:24:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9850, loss_cls: 0.8123, loss: 0.8123 +2024-07-16 23:59:46,284 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 16:23:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.7668, loss: 0.7668 +2024-07-17 00:00:09,615 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 16:23:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 0.7998, loss: 0.7998 +2024-07-17 00:00:33,043 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 16:22:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.7775, loss: 0.7775 +2024-07-17 00:00:56,394 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 16:22:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 0.7308, loss: 0.7308 +2024-07-17 00:01:19,724 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 16:21:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 0.7127, loss: 0.7127 +2024-07-17 00:01:43,053 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 16:21:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.7221, loss: 0.7221 +2024-07-17 00:02:06,413 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 16:21:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.7652, loss: 0.7652 +2024-07-17 00:02:29,839 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 16:20:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 0.7469, loss: 0.7469 +2024-07-17 00:02:53,202 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 16:20:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.7913, loss: 0.7913 +2024-07-17 00:03:16,593 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 16:19:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.7640, loss: 0.7640 +2024-07-17 00:03:39,948 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 16:19:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.7383, loss: 0.7383 +2024-07-17 00:04:03,420 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 16:19:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.7455, loss: 0.7455 +2024-07-17 00:04:26,847 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 16:18:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 0.7812, loss: 0.7812 +2024-07-17 00:04:50,254 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 16:18:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.7881, loss: 0.7881 +2024-07-17 00:05:13,687 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 16:17:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 0.8292, loss: 0.8292 +2024-07-17 00:05:37,107 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 16:17:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 0.7836, loss: 0.7836 +2024-07-17 00:06:00,470 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 16:17:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.7784, loss: 0.7784 +2024-07-17 00:06:23,895 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 16:16:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.7455, loss: 0.7455 +2024-07-17 00:06:47,308 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 16:16:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.7057, loss: 0.7057 +2024-07-17 00:07:10,693 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 16:15:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 0.8165, loss: 0.8165 +2024-07-17 00:07:12,524 - pyskl - INFO - Saving checkpoint at 52 epochs +2024-07-17 00:08:30,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:08:30,262 - pyskl - INFO - +top1_acc 0.8016 +top5_acc 0.9659 +2024-07-17 00:08:30,265 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8016, top5_acc: 0.9659 +2024-07-17 00:09:11,814 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 16:15:51, time: 0.415, data_time: 0.179, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.7698, loss: 0.7698 +2024-07-17 00:09:35,078 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 16:15:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 0.6961, loss: 0.6961 +2024-07-17 00:09:58,339 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 16:15:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.6795, loss: 0.6795 +2024-07-17 00:10:21,652 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 16:14:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.7144, loss: 0.7144 +2024-07-17 00:10:44,953 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 16:14:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.7320, loss: 0.7320 +2024-07-17 00:11:08,246 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 16:13:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.7457, loss: 0.7457 +2024-07-17 00:11:31,527 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 16:13:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.6854, loss: 0.6854 +2024-07-17 00:11:54,834 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 16:12:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.7551, loss: 0.7551 +2024-07-17 00:12:18,110 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 16:12:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.6486, loss: 0.6486 +2024-07-17 00:12:41,382 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 16:12:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.7114, loss: 0.7114 +2024-07-17 00:13:04,672 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 16:11:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.7279, loss: 0.7279 +2024-07-17 00:13:27,967 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 16:11:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.7682, loss: 0.7682 +2024-07-17 00:13:51,277 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 16:10:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 0.7052, loss: 0.7052 +2024-07-17 00:14:14,604 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 16:10:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.7487, loss: 0.7487 +2024-07-17 00:14:38,000 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 16:10:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 0.7569, loss: 0.7569 +2024-07-17 00:15:01,402 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 16:09:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.7387, loss: 0.7387 +2024-07-17 00:15:24,777 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 16:09:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.8261, loss: 0.8261 +2024-07-17 00:15:48,327 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 16:08:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7722, loss: 0.7722 +2024-07-17 00:16:11,849 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 16:08:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 0.8135, loss: 0.8135 +2024-07-17 00:16:35,318 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 16:08:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.7599, loss: 0.7599 +2024-07-17 00:16:58,708 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 16:07:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 0.7769, loss: 0.7769 +2024-07-17 00:17:22,033 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 16:07:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 0.8183, loss: 0.8183 +2024-07-17 00:17:45,427 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 16:06:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 0.8605, loss: 0.8605 +2024-07-17 00:18:08,965 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 16:06:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.7797, loss: 0.7797 +2024-07-17 00:18:32,446 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 16:05:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9881, loss_cls: 0.7307, loss: 0.7307 +2024-07-17 00:18:34,206 - pyskl - INFO - Saving checkpoint at 53 epochs +2024-07-17 00:19:51,879 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:19:51,945 - pyskl - INFO - +top1_acc 0.8157 +top5_acc 0.9753 +2024-07-17 00:19:51,947 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8157, top5_acc: 0.9753 +2024-07-17 00:20:33,600 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 16:06:02, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.7744, loss: 0.7744 +2024-07-17 00:20:56,904 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 16:05:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.7090, loss: 0.7090 +2024-07-17 00:21:20,227 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 16:05:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6871, loss: 0.6871 +2024-07-17 00:21:43,573 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 16:04:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 0.7648, loss: 0.7648 +2024-07-17 00:22:06,891 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 16:04:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.7347, loss: 0.7347 +2024-07-17 00:22:30,210 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 16:03:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.7599, loss: 0.7599 +2024-07-17 00:22:53,537 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 16:03:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.7211, loss: 0.7211 +2024-07-17 00:23:16,866 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 16:03:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 0.7308, loss: 0.7308 +2024-07-17 00:23:40,185 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 16:02:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.7833, loss: 0.7833 +2024-07-17 00:24:03,512 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 16:02:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 0.7055, loss: 0.7055 +2024-07-17 00:24:26,844 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 16:01:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.7401, loss: 0.7401 +2024-07-17 00:24:50,186 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 16:01:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.7815, loss: 0.7815 +2024-07-17 00:25:13,522 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 16:01:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.8172, loss: 0.8172 +2024-07-17 00:25:36,894 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 16:00:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 0.7379, loss: 0.7379 +2024-07-17 00:26:00,339 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 16:00:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.7765, loss: 0.7765 +2024-07-17 00:26:23,735 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 15:59:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.6724, loss: 0.6724 +2024-07-17 00:26:47,119 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 15:59:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.6543, loss: 0.6543 +2024-07-17 00:27:10,556 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 15:59:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.7034, loss: 0.7034 +2024-07-17 00:27:34,006 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 15:58:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.7369, loss: 0.7369 +2024-07-17 00:27:57,338 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 15:58:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.7667, loss: 0.7667 +2024-07-17 00:28:20,724 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 15:57:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9712, loss_cls: 0.7537, loss: 0.7537 +2024-07-17 00:28:44,106 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 15:57:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.7499, loss: 0.7499 +2024-07-17 00:29:07,503 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 15:56:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.7404, loss: 0.7404 +2024-07-17 00:29:30,898 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 15:56:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.8090, loss: 0.8090 +2024-07-17 00:29:54,331 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 15:56:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.7455, loss: 0.7455 +2024-07-17 00:29:56,126 - pyskl - INFO - Saving checkpoint at 54 epochs +2024-07-17 00:31:13,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:31:13,672 - pyskl - INFO - +top1_acc 0.8124 +top5_acc 0.9716 +2024-07-17 00:31:13,674 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8124, top5_acc: 0.9716 +2024-07-17 00:31:55,124 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 15:56:12, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7367, loss: 0.7367 +2024-07-17 00:32:18,489 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 15:55:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 0.7423, loss: 0.7423 +2024-07-17 00:32:41,895 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 15:55:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 0.7277, loss: 0.7277 +2024-07-17 00:33:05,290 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 15:54:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 0.7851, loss: 0.7851 +2024-07-17 00:33:28,654 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 15:54:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 0.7748, loss: 0.7748 +2024-07-17 00:33:52,000 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 15:54:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 0.6934, loss: 0.6934 +2024-07-17 00:34:15,443 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 15:53:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 0.6813, loss: 0.6813 +2024-07-17 00:34:38,859 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 15:53:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.7253, loss: 0.7253 +2024-07-17 00:35:02,260 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 15:52:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.7098, loss: 0.7098 +2024-07-17 00:35:25,670 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 15:52:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.7579, loss: 0.7579 +2024-07-17 00:35:49,089 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 15:52:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 0.6704, loss: 0.6704 +2024-07-17 00:36:12,484 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 15:51:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 0.7478, loss: 0.7478 +2024-07-17 00:36:35,895 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 15:51:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 0.6929, loss: 0.6929 +2024-07-17 00:36:59,370 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 15:50:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.7096, loss: 0.7096 +2024-07-17 00:37:22,891 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 15:50:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 0.7653, loss: 0.7653 +2024-07-17 00:37:46,320 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:50:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.7825, loss: 0.7825 +2024-07-17 00:38:09,704 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:49:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.7161, loss: 0.7161 +2024-07-17 00:38:33,140 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:49:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.7148, loss: 0.7148 +2024-07-17 00:38:56,653 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:48:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 0.7710, loss: 0.7710 +2024-07-17 00:39:20,125 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:48:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.8039, loss: 0.8039 +2024-07-17 00:39:43,480 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:47:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.7206, loss: 0.7206 +2024-07-17 00:40:06,918 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:47:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.7513, loss: 0.7513 +2024-07-17 00:40:30,452 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:47:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 0.7730, loss: 0.7730 +2024-07-17 00:40:53,935 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:46:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 0.7654, loss: 0.7654 +2024-07-17 00:41:17,343 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:46:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.7217, loss: 0.7217 +2024-07-17 00:41:19,169 - pyskl - INFO - Saving checkpoint at 55 epochs +2024-07-17 00:42:36,797 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:42:36,863 - pyskl - INFO - +top1_acc 0.8288 +top5_acc 0.9706 +2024-07-17 00:42:36,867 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_43.pth was removed +2024-07-17 00:42:36,996 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2024-07-17 00:42:36,996 - pyskl - INFO - Best top1_acc is 0.8288 at 55 epoch. +2024-07-17 00:42:36,998 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8288, top5_acc: 0.9706 +2024-07-17 00:43:18,555 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:46:24, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 0.7170, loss: 0.7170 +2024-07-17 00:43:41,903 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:45:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.7286, loss: 0.7286 +2024-07-17 00:44:05,256 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:45:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.6933, loss: 0.6933 +2024-07-17 00:44:28,620 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:45:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7617, loss: 0.7617 +2024-07-17 00:44:51,995 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:44:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.7766, loss: 0.7766 +2024-07-17 00:45:15,382 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:44:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.7388, loss: 0.7388 +2024-07-17 00:45:38,803 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:43:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 0.7021, loss: 0.7021 +2024-07-17 00:46:02,186 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:43:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 0.7138, loss: 0.7138 +2024-07-17 00:46:25,594 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:43:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.7464, loss: 0.7464 +2024-07-17 00:46:49,025 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:42:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.7194, loss: 0.7194 +2024-07-17 00:47:12,420 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:42:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 0.7204, loss: 0.7204 +2024-07-17 00:47:35,779 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:41:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 0.7270, loss: 0.7270 +2024-07-17 00:47:59,137 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:41:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.8009, loss: 0.8009 +2024-07-17 00:48:22,502 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:41:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.7389, loss: 0.7389 +2024-07-17 00:48:45,882 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:40:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.7732, loss: 0.7732 +2024-07-17 00:49:09,405 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:40:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7389, loss: 0.7389 +2024-07-17 00:49:32,909 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:39:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 0.7499, loss: 0.7499 +2024-07-17 00:49:56,354 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:39:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.7225, loss: 0.7225 +2024-07-17 00:50:19,793 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:39:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 0.7577, loss: 0.7577 +2024-07-17 00:50:43,211 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:38:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.7311, loss: 0.7311 +2024-07-17 00:51:06,564 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:38:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 0.6672, loss: 0.6672 +2024-07-17 00:51:29,992 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:37:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.7373, loss: 0.7373 +2024-07-17 00:51:53,370 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:37:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.7719, loss: 0.7719 +2024-07-17 00:52:16,853 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:36:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.7630, loss: 0.7630 +2024-07-17 00:52:40,299 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:36:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 0.6893, loss: 0.6893 +2024-07-17 00:52:42,119 - pyskl - INFO - Saving checkpoint at 56 epochs +2024-07-17 00:53:59,295 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:53:59,362 - pyskl - INFO - +top1_acc 0.8083 +top5_acc 0.9697 +2024-07-17 00:53:59,364 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8083, top5_acc: 0.9697 +2024-07-17 00:54:40,885 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:36:35, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 0.6753, loss: 0.6753 +2024-07-17 00:55:04,211 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:36:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.7662, loss: 0.7662 +2024-07-17 00:55:27,581 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:35:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.7011, loss: 0.7011 +2024-07-17 00:55:51,007 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:35:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 0.6813, loss: 0.6813 +2024-07-17 00:56:14,428 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:34:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.7000, loss: 0.7000 +2024-07-17 00:56:37,845 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:34:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6902, loss: 0.6902 +2024-07-17 00:57:01,269 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:34:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.6878, loss: 0.6878 +2024-07-17 00:57:24,693 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:33:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 0.7163, loss: 0.7163 +2024-07-17 00:57:48,134 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:33:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 0.7093, loss: 0.7093 +2024-07-17 00:58:11,582 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:32:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.7603, loss: 0.7603 +2024-07-17 00:58:35,003 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:32:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 0.7221, loss: 0.7221 +2024-07-17 00:58:58,440 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:32:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.7714, loss: 0.7714 +2024-07-17 00:59:21,854 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:31:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.6771, loss: 0.6771 +2024-07-17 00:59:45,242 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:31:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.8086, loss: 0.8086 +2024-07-17 01:00:08,606 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:30:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.6850, loss: 0.6850 +2024-07-17 01:00:31,975 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:30:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.7711, loss: 0.7711 +2024-07-17 01:00:55,326 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:30:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9888, loss_cls: 0.6958, loss: 0.6958 +2024-07-17 01:01:18,696 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:29:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.7097, loss: 0.7097 +2024-07-17 01:01:42,065 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:29:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9856, loss_cls: 0.7659, loss: 0.7659 +2024-07-17 01:02:05,461 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:28:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.7853, loss: 0.7853 +2024-07-17 01:02:28,861 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:28:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9875, loss_cls: 0.7381, loss: 0.7381 +2024-07-17 01:02:52,313 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:27:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7295, loss: 0.7295 +2024-07-17 01:03:15,737 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:27:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 0.6836, loss: 0.6836 +2024-07-17 01:03:39,173 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:27:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.7759, loss: 0.7759 +2024-07-17 01:04:02,762 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:26:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.7459, loss: 0.7459 +2024-07-17 01:04:04,569 - pyskl - INFO - Saving checkpoint at 57 epochs +2024-07-17 01:05:21,984 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:05:22,051 - pyskl - INFO - +top1_acc 0.8249 +top5_acc 0.9714 +2024-07-17 01:05:22,053 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8249, top5_acc: 0.9714 +2024-07-17 01:06:03,625 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:26:45, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.7562, loss: 0.7562 +2024-07-17 01:06:26,946 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:26:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.7164, loss: 0.7164 +2024-07-17 01:06:50,317 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:25:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.7229, loss: 0.7229 +2024-07-17 01:07:13,663 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:25:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.7335, loss: 0.7335 +2024-07-17 01:07:37,000 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:25:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.7090, loss: 0.7090 +2024-07-17 01:08:00,354 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:24:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.7564, loss: 0.7564 +2024-07-17 01:08:23,728 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:24:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 0.7195, loss: 0.7195 +2024-07-17 01:08:47,407 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 15:23:53, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.7755, loss: 0.7755 +2024-07-17 01:09:10,799 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 15:23:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.7008, loss: 0.7008 +2024-07-17 01:09:34,173 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 15:23:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.6958, loss: 0.6958 +2024-07-17 01:09:57,513 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 15:22:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 0.7860, loss: 0.7860 +2024-07-17 01:10:20,849 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 15:22:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 0.6814, loss: 0.6814 +2024-07-17 01:10:44,204 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 15:21:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.7087, loss: 0.7087 +2024-07-17 01:11:07,588 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 15:21:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.7270, loss: 0.7270 +2024-07-17 01:11:30,922 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 15:21:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.7403, loss: 0.7403 +2024-07-17 01:11:54,267 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 15:20:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.6800, loss: 0.6800 +2024-07-17 01:12:17,656 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 15:20:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.7870, loss: 0.7870 +2024-07-17 01:12:41,048 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 15:19:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 0.6622, loss: 0.6622 +2024-07-17 01:13:04,443 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 15:19:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 0.7486, loss: 0.7486 +2024-07-17 01:13:27,843 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 15:18:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.7192, loss: 0.7192 +2024-07-17 01:13:51,186 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 15:18:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.7728, loss: 0.7728 +2024-07-17 01:14:14,602 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 15:18:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9738, loss_cls: 0.7829, loss: 0.7829 +2024-07-17 01:14:38,016 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 15:17:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.8070, loss: 0.8070 +2024-07-17 01:15:01,399 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 15:17:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 0.7526, loss: 0.7526 +2024-07-17 01:15:24,814 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 15:16:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9875, loss_cls: 0.7222, loss: 0.7222 +2024-07-17 01:15:26,650 - pyskl - INFO - Saving checkpoint at 58 epochs +2024-07-17 01:16:43,965 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:16:44,032 - pyskl - INFO - +top1_acc 0.8097 +top5_acc 0.9711 +2024-07-17 01:16:44,034 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8097, top5_acc: 0.9711 +2024-07-17 01:17:25,467 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 15:16:54, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.6720, loss: 0.6720 +2024-07-17 01:17:48,813 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 15:16:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.6887, loss: 0.6887 +2024-07-17 01:18:12,216 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 15:16:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.7354, loss: 0.7354 +2024-07-17 01:18:35,580 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 15:15:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 0.7498, loss: 0.7498 +2024-07-17 01:18:58,943 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 15:15:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.7089, loss: 0.7089 +2024-07-17 01:19:22,343 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 15:14:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 0.7518, loss: 0.7518 +2024-07-17 01:19:45,722 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 15:14:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9875, loss_cls: 0.7313, loss: 0.7313 +2024-07-17 01:20:09,090 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 15:14:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.6873, loss: 0.6873 +2024-07-17 01:20:32,479 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 15:13:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 0.7147, loss: 0.7147 +2024-07-17 01:20:55,890 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 15:13:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 0.7259, loss: 0.7259 +2024-07-17 01:21:19,297 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 15:12:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.7339, loss: 0.7339 +2024-07-17 01:21:42,631 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 15:12:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.7835, loss: 0.7835 +2024-07-17 01:22:05,946 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 15:11:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.7044, loss: 0.7044 +2024-07-17 01:22:29,365 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 15:11:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.7438, loss: 0.7438 +2024-07-17 01:22:52,752 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 15:11:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.6829, loss: 0.6829 +2024-07-17 01:23:16,138 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 15:10:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.7731, loss: 0.7731 +2024-07-17 01:23:39,564 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 15:10:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.7932, loss: 0.7932 +2024-07-17 01:24:03,025 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 15:09:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.7256, loss: 0.7256 +2024-07-17 01:24:26,383 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 15:09:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.7047, loss: 0.7047 +2024-07-17 01:24:49,751 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 15:09:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.7677, loss: 0.7677 +2024-07-17 01:25:13,171 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 15:08:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 0.7107, loss: 0.7107 +2024-07-17 01:25:36,518 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 15:08:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7354, loss: 0.7354 +2024-07-17 01:25:59,871 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 15:07:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 0.6703, loss: 0.6703 +2024-07-17 01:26:23,208 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 15:07:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 0.8364, loss: 0.8364 +2024-07-17 01:26:46,590 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 15:07:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7682, loss: 0.7682 +2024-07-17 01:26:48,357 - pyskl - INFO - Saving checkpoint at 59 epochs +2024-07-17 01:28:05,847 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:28:05,918 - pyskl - INFO - +top1_acc 0.8441 +top5_acc 0.9763 +2024-07-17 01:28:05,921 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_55.pth was removed +2024-07-17 01:28:06,053 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. +2024-07-17 01:28:06,054 - pyskl - INFO - Best top1_acc is 0.8441 at 59 epoch. +2024-07-17 01:28:06,056 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8441, top5_acc: 0.9763 +2024-07-17 01:28:47,687 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 15:07:03, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.6319, loss: 0.6319 +2024-07-17 01:29:11,010 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 15:06:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.6995, loss: 0.6995 +2024-07-17 01:29:34,383 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 15:06:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 0.6877, loss: 0.6877 +2024-07-17 01:29:57,811 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 15:05:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.7298, loss: 0.7298 +2024-07-17 01:30:21,231 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 15:05:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 0.6602, loss: 0.6602 +2024-07-17 01:30:44,625 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 15:05:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.7067, loss: 0.7067 +2024-07-17 01:31:08,052 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 15:04:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.6721, loss: 0.6721 +2024-07-17 01:31:31,494 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 15:04:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6731, loss: 0.6731 +2024-07-17 01:31:54,913 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 15:03:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.7535, loss: 0.7535 +2024-07-17 01:32:18,340 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 15:03:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.6818, loss: 0.6818 +2024-07-17 01:32:41,765 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 15:02:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.7157, loss: 0.7157 +2024-07-17 01:33:05,182 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 15:02:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9888, loss_cls: 0.6840, loss: 0.6840 +2024-07-17 01:33:28,636 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 15:02:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 0.7626, loss: 0.7626 +2024-07-17 01:33:51,951 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 15:01:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.7782, loss: 0.7782 +2024-07-17 01:34:15,256 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 15:01:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 0.7043, loss: 0.7043 +2024-07-17 01:34:38,575 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 15:00:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 0.7368, loss: 0.7368 +2024-07-17 01:35:01,885 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 15:00:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 0.7180, loss: 0.7180 +2024-07-17 01:35:25,255 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 15:00:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.7170, loss: 0.7170 +2024-07-17 01:35:48,619 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 14:59:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.7102, loss: 0.7102 +2024-07-17 01:36:11,965 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 14:59:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 0.7650, loss: 0.7650 +2024-07-17 01:36:35,298 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 14:58:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 0.7148, loss: 0.7148 +2024-07-17 01:36:58,715 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 14:58:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.7950, loss: 0.7950 +2024-07-17 01:37:22,069 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 14:58:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.7221, loss: 0.7221 +2024-07-17 01:37:45,619 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 14:57:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 0.7211, loss: 0.7211 +2024-07-17 01:38:09,119 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 14:57:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 0.7028, loss: 0.7028 +2024-07-17 01:38:10,927 - pyskl - INFO - Saving checkpoint at 60 epochs +2024-07-17 01:39:28,085 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:39:28,151 - pyskl - INFO - +top1_acc 0.8338 +top5_acc 0.9748 +2024-07-17 01:39:28,153 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8338, top5_acc: 0.9748 +2024-07-17 01:40:09,575 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 14:57:11, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 0.6623, loss: 0.6623 +2024-07-17 01:40:32,880 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 14:56:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.6441, loss: 0.6441 +2024-07-17 01:40:56,217 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 14:56:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 0.7688, loss: 0.7688 +2024-07-17 01:41:19,606 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 14:55:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.6735, loss: 0.6735 +2024-07-17 01:41:42,939 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 14:55:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.7125, loss: 0.7125 +2024-07-17 01:42:06,293 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 14:55:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.6546, loss: 0.6546 +2024-07-17 01:42:29,665 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 14:54:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.6625, loss: 0.6625 +2024-07-17 01:42:53,024 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 14:54:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.6959, loss: 0.6959 +2024-07-17 01:43:16,490 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 14:53:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9731, loss_cls: 0.6817, loss: 0.6817 +2024-07-17 01:43:40,039 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 14:53:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6533, loss: 0.6533 +2024-07-17 01:44:03,481 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 14:53:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9862, loss_cls: 0.7588, loss: 0.7588 +2024-07-17 01:44:26,864 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 14:52:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 0.7492, loss: 0.7492 +2024-07-17 01:44:50,176 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 14:52:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 0.7534, loss: 0.7534 +2024-07-17 01:45:13,492 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:51:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.6966, loss: 0.6966 +2024-07-17 01:45:36,784 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:51:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.6973, loss: 0.6973 +2024-07-17 01:46:00,109 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:51:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 0.7335, loss: 0.7335 +2024-07-17 01:46:23,418 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:50:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 0.7181, loss: 0.7181 +2024-07-17 01:46:46,755 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:50:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 0.6953, loss: 0.6953 +2024-07-17 01:47:10,139 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:49:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.7006, loss: 0.7006 +2024-07-17 01:47:33,540 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:49:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.7492, loss: 0.7492 +2024-07-17 01:47:56,937 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:48:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.7133, loss: 0.7133 +2024-07-17 01:48:20,350 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:48:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 0.7906, loss: 0.7906 +2024-07-17 01:48:43,732 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:48:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9919, loss_cls: 0.6353, loss: 0.6353 +2024-07-17 01:49:07,131 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:47:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 0.7116, loss: 0.7116 +2024-07-17 01:49:30,587 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:47:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.6789, loss: 0.6789 +2024-07-17 01:49:32,400 - pyskl - INFO - Saving checkpoint at 61 epochs +2024-07-17 01:50:49,765 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:50:49,832 - pyskl - INFO - +top1_acc 0.8050 +top5_acc 0.9727 +2024-07-17 01:50:49,834 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8050, top5_acc: 0.9727 +2024-07-17 01:51:31,717 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:47:20, time: 0.419, data_time: 0.181, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 0.6776, loss: 0.6776 +2024-07-17 01:51:55,040 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:46:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.6403, loss: 0.6403 +2024-07-17 01:52:18,406 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:46:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 0.7138, loss: 0.7138 +2024-07-17 01:52:41,775 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:46:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 0.7244, loss: 0.7244 +2024-07-17 01:53:05,149 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:45:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9738, loss_cls: 0.7682, loss: 0.7682 +2024-07-17 01:53:28,500 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:45:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 0.6119, loss: 0.6119 +2024-07-17 01:53:51,854 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:44:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.6484, loss: 0.6484 +2024-07-17 01:54:15,204 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:44:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.6414, loss: 0.6414 +2024-07-17 01:54:38,633 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:44:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.6679, loss: 0.6679 +2024-07-17 01:55:02,013 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:43:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.7207, loss: 0.7207 +2024-07-17 01:55:25,371 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:43:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9919, loss_cls: 0.6167, loss: 0.6167 +2024-07-17 01:55:48,765 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:42:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 0.7245, loss: 0.7245 +2024-07-17 01:56:12,204 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:42:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 0.7241, loss: 0.7241 +2024-07-17 01:56:35,620 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:42:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.7321, loss: 0.7321 +2024-07-17 01:56:58,986 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:41:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.7314, loss: 0.7314 +2024-07-17 01:57:22,352 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:41:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.7106, loss: 0.7106 +2024-07-17 01:57:45,717 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:40:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 0.7670, loss: 0.7670 +2024-07-17 01:58:09,048 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:40:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 0.7226, loss: 0.7226 +2024-07-17 01:58:32,444 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:39:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9769, loss_cls: 0.7074, loss: 0.7074 +2024-07-17 01:58:55,843 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:39:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 0.7548, loss: 0.7548 +2024-07-17 01:59:19,145 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:39:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 0.7272, loss: 0.7272 +2024-07-17 01:59:42,527 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:38:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.7082, loss: 0.7082 +2024-07-17 02:00:05,950 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:38:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.6666, loss: 0.6666 +2024-07-17 02:00:29,348 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:37:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 0.7316, loss: 0.7316 +2024-07-17 02:00:52,733 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:37:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 0.7749, loss: 0.7749 +2024-07-17 02:00:54,522 - pyskl - INFO - Saving checkpoint at 62 epochs +2024-07-17 02:02:12,038 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:02:12,103 - pyskl - INFO - +top1_acc 0.8129 +top5_acc 0.9711 +2024-07-17 02:02:12,105 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8129, top5_acc: 0.9711 +2024-07-17 02:02:53,567 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:37:27, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.6603, loss: 0.6603 +2024-07-17 02:03:16,844 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:37:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 0.6494, loss: 0.6494 +2024-07-17 02:03:40,155 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:36:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.6797, loss: 0.6797 +2024-07-17 02:04:03,468 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:36:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 0.5553, loss: 0.5553 +2024-07-17 02:04:26,778 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:35:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.6897, loss: 0.6897 +2024-07-17 02:04:50,111 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:35:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.7710, loss: 0.7710 +2024-07-17 02:05:13,461 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:34:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.7523, loss: 0.7523 +2024-07-17 02:05:36,799 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:34:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.7059, loss: 0.7059 +2024-07-17 02:06:00,242 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:34:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 0.6570, loss: 0.6570 +2024-07-17 02:06:23,626 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:33:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.6973, loss: 0.6973 +2024-07-17 02:06:46,987 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:33:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.6747, loss: 0.6747 +2024-07-17 02:07:10,359 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:32:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 0.6444, loss: 0.6444 +2024-07-17 02:07:33,613 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:32:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 0.7165, loss: 0.7165 +2024-07-17 02:07:56,899 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:32:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 0.7147, loss: 0.7147 +2024-07-17 02:08:20,172 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:31:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6644, loss: 0.6644 +2024-07-17 02:08:43,431 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:31:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 0.7725, loss: 0.7725 +2024-07-17 02:09:06,700 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:30:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 0.7107, loss: 0.7107 +2024-07-17 02:09:29,947 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:30:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 0.6629, loss: 0.6629 +2024-07-17 02:09:53,212 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:30:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 0.6475, loss: 0.6475 +2024-07-17 02:10:16,557 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:29:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 0.6495, loss: 0.6495 +2024-07-17 02:10:39,911 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:29:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.6796, loss: 0.6796 +2024-07-17 02:11:03,246 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:28:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 0.6538, loss: 0.6538 +2024-07-17 02:11:26,625 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:28:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9788, loss_cls: 0.6594, loss: 0.6594 +2024-07-17 02:11:50,012 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:28:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.6932, loss: 0.6932 +2024-07-17 02:12:13,431 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:27:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.7094, loss: 0.7094 +2024-07-17 02:12:15,269 - pyskl - INFO - Saving checkpoint at 63 epochs +2024-07-17 02:13:32,484 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:13:32,550 - pyskl - INFO - +top1_acc 0.8341 +top5_acc 0.9764 +2024-07-17 02:13:32,552 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8341, top5_acc: 0.9764 +2024-07-17 02:14:14,340 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:27:32, time: 0.418, data_time: 0.180, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.6539, loss: 0.6539 +2024-07-17 02:14:37,651 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:27:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 0.6918, loss: 0.6918 +2024-07-17 02:15:00,995 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:26:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9919, loss_cls: 0.6454, loss: 0.6454 +2024-07-17 02:15:24,338 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:26:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9900, loss_cls: 0.6647, loss: 0.6647 +2024-07-17 02:15:47,686 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:25:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.6570, loss: 0.6570 +2024-07-17 02:16:11,040 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:25:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 0.6597, loss: 0.6597 +2024-07-17 02:16:34,397 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:25:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.6623, loss: 0.6623 +2024-07-17 02:16:57,731 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:24:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 0.6898, loss: 0.6898 +2024-07-17 02:17:21,156 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:24:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 0.6131, loss: 0.6131 +2024-07-17 02:17:44,576 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:23:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 0.7522, loss: 0.7522 +2024-07-17 02:18:08,131 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:23:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.6683, loss: 0.6683 +2024-07-17 02:18:31,520 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:23:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.6409, loss: 0.6409 +2024-07-17 02:18:54,855 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 14:22:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.7051, loss: 0.7051 +2024-07-17 02:19:18,238 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 14:22:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.7480, loss: 0.7480 +2024-07-17 02:19:41,616 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 14:21:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 0.6687, loss: 0.6687 +2024-07-17 02:20:04,986 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 14:21:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.6881, loss: 0.6881 +2024-07-17 02:20:28,374 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 14:20:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 0.6479, loss: 0.6479 +2024-07-17 02:20:51,736 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 14:20:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.6831, loss: 0.6831 +2024-07-17 02:21:15,122 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 14:20:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 0.7287, loss: 0.7287 +2024-07-17 02:21:38,518 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 14:19:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 0.6558, loss: 0.6558 +2024-07-17 02:22:02,002 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 14:19:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 0.7344, loss: 0.7344 +2024-07-17 02:22:25,450 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 14:18:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 0.7076, loss: 0.7076 +2024-07-17 02:22:48,819 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 14:18:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 0.7397, loss: 0.7397 +2024-07-17 02:23:12,214 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 14:18:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.7338, loss: 0.7338 +2024-07-17 02:23:35,619 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 14:17:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 0.7019, loss: 0.7019 +2024-07-17 02:23:37,440 - pyskl - INFO - Saving checkpoint at 64 epochs +2024-07-17 02:24:54,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:24:54,860 - pyskl - INFO - +top1_acc 0.8421 +top5_acc 0.9735 +2024-07-17 02:24:54,863 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8421, top5_acc: 0.9735 +2024-07-17 02:25:36,512 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 14:17:40, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 0.6824, loss: 0.6824 +2024-07-17 02:25:59,898 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 14:17:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.6447, loss: 0.6447 +2024-07-17 02:26:23,268 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 14:16:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.6560, loss: 0.6560 +2024-07-17 02:26:46,657 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 14:16:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.6232, loss: 0.6232 +2024-07-17 02:27:10,069 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 14:16:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6404, loss: 0.6404 +2024-07-17 02:27:33,498 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 14:15:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 0.7281, loss: 0.7281 +2024-07-17 02:27:56,882 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 14:15:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 0.6203, loss: 0.6203 +2024-07-17 02:28:20,270 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 14:14:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 0.5905, loss: 0.5905 +2024-07-17 02:28:43,664 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 14:14:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 0.7152, loss: 0.7152 +2024-07-17 02:29:07,070 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 14:13:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 0.7572, loss: 0.7572 +2024-07-17 02:29:30,486 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 14:13:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.6940, loss: 0.6940 +2024-07-17 02:29:53,888 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 14:13:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 0.6944, loss: 0.6944 +2024-07-17 02:30:17,215 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 14:12:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.6032, loss: 0.6032 +2024-07-17 02:30:40,528 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 14:12:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 0.6507, loss: 0.6507 +2024-07-17 02:31:03,884 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 14:11:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.6279, loss: 0.6279 +2024-07-17 02:31:27,222 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 14:11:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.6710, loss: 0.6710 +2024-07-17 02:31:50,549 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 14:11:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7034, loss: 0.7034 +2024-07-17 02:32:13,884 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 14:10:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.7417, loss: 0.7417 +2024-07-17 02:32:37,248 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 14:10:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.7019, loss: 0.7019 +2024-07-17 02:33:00,599 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 14:09:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.7269, loss: 0.7269 +2024-07-17 02:33:23,957 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 14:09:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.7001, loss: 0.7001 +2024-07-17 02:33:47,340 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 14:09:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.6158, loss: 0.6158 +2024-07-17 02:34:10,651 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 14:08:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9894, loss_cls: 0.6518, loss: 0.6518 +2024-07-17 02:34:33,926 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 14:08:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6697, loss: 0.6697 +2024-07-17 02:34:57,403 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 14:07:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.6688, loss: 0.6688 +2024-07-17 02:34:59,237 - pyskl - INFO - Saving checkpoint at 65 epochs +2024-07-17 02:36:16,911 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:36:16,977 - pyskl - INFO - +top1_acc 0.8311 +top5_acc 0.9733 +2024-07-17 02:36:16,979 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8311, top5_acc: 0.9733 +2024-07-17 02:36:58,548 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 14:07:46, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.6885, loss: 0.6885 +2024-07-17 02:37:21,866 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 14:07:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.6146, loss: 0.6146 +2024-07-17 02:37:45,206 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 14:06:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.5868, loss: 0.5868 +2024-07-17 02:38:08,541 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 14:06:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.6344, loss: 0.6344 +2024-07-17 02:38:31,854 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 14:06:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.6567, loss: 0.6567 +2024-07-17 02:38:55,174 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 14:05:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.7363, loss: 0.7363 +2024-07-17 02:39:18,468 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 14:05:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.7011, loss: 0.7011 +2024-07-17 02:39:41,878 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 14:04:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 0.6401, loss: 0.6401 +2024-07-17 02:40:05,265 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 14:04:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.6100, loss: 0.6100 +2024-07-17 02:40:28,611 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 14:04:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9756, loss_cls: 0.6567, loss: 0.6567 +2024-07-17 02:40:51,999 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 14:03:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 0.6386, loss: 0.6386 +2024-07-17 02:41:15,339 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 14:03:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.6154, loss: 0.6154 +2024-07-17 02:41:38,681 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 14:02:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 0.7126, loss: 0.7126 +2024-07-17 02:42:02,011 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 14:02:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 0.6725, loss: 0.6725 +2024-07-17 02:42:25,359 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 14:02:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.6907, loss: 0.6907 +2024-07-17 02:42:48,690 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 14:01:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 0.6354, loss: 0.6354 +2024-07-17 02:43:12,014 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 14:01:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 0.6464, loss: 0.6464 +2024-07-17 02:43:35,355 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 14:00:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.6685, loss: 0.6685 +2024-07-17 02:43:58,699 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 14:00:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.7021, loss: 0.7021 +2024-07-17 02:44:22,066 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 13:59:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9856, loss_cls: 0.7511, loss: 0.7511 +2024-07-17 02:44:45,463 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 13:59:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 0.7049, loss: 0.7049 +2024-07-17 02:45:08,845 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 13:59:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 0.7005, loss: 0.7005 +2024-07-17 02:45:32,236 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 13:58:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7239, loss: 0.7239 +2024-07-17 02:45:55,647 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 13:58:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 0.7205, loss: 0.7205 +2024-07-17 02:46:19,097 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 13:57:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 0.6670, loss: 0.6670 +2024-07-17 02:46:20,891 - pyskl - INFO - Saving checkpoint at 66 epochs +2024-07-17 02:47:38,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:47:38,427 - pyskl - INFO - +top1_acc 0.8182 +top5_acc 0.9752 +2024-07-17 02:47:38,429 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8182, top5_acc: 0.9752 +2024-07-17 02:48:19,885 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 13:57:51, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.6845, loss: 0.6845 +2024-07-17 02:48:43,143 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 13:57:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 0.6678, loss: 0.6678 +2024-07-17 02:49:06,425 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 13:57:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.6222, loss: 0.6222 +2024-07-17 02:49:29,813 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 13:56:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 0.5932, loss: 0.5932 +2024-07-17 02:49:53,143 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 13:56:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 0.6622, loss: 0.6622 +2024-07-17 02:50:16,477 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 13:55:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 0.6319, loss: 0.6319 +2024-07-17 02:50:39,826 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 13:55:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 0.6565, loss: 0.6565 +2024-07-17 02:51:03,224 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 13:54:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.6859, loss: 0.6859 +2024-07-17 02:51:26,602 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 13:54:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.6987, loss: 0.6987 +2024-07-17 02:51:49,981 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 13:54:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 0.6824, loss: 0.6824 +2024-07-17 02:52:13,368 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 13:53:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.6728, loss: 0.6728 +2024-07-17 02:52:36,761 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 13:53:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 0.6496, loss: 0.6496 +2024-07-17 02:53:00,116 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:52:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 0.6367, loss: 0.6367 +2024-07-17 02:53:23,503 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:52:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 0.6631, loss: 0.6631 +2024-07-17 02:53:46,872 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:52:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 0.6084, loss: 0.6084 +2024-07-17 02:54:10,247 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:51:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 0.6331, loss: 0.6331 +2024-07-17 02:54:33,631 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:51:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.6339, loss: 0.6339 +2024-07-17 02:54:57,157 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:50:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.6685, loss: 0.6685 +2024-07-17 02:55:20,964 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:50:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9906, loss_cls: 0.6273, loss: 0.6273 +2024-07-17 02:55:44,483 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:50:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6687, loss: 0.6687 +2024-07-17 02:56:07,819 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:49:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.6403, loss: 0.6403 +2024-07-17 02:56:31,344 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:49:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.7024, loss: 0.7024 +2024-07-17 02:56:54,812 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:48:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.6285, loss: 0.6285 +2024-07-17 02:57:18,229 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:48:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 0.6603, loss: 0.6603 +2024-07-17 02:57:41,645 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:48:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.6817, loss: 0.6817 +2024-07-17 02:57:43,457 - pyskl - INFO - Saving checkpoint at 67 epochs +2024-07-17 02:59:01,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:59:01,091 - pyskl - INFO - +top1_acc 0.8248 +top5_acc 0.9726 +2024-07-17 02:59:01,093 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8248, top5_acc: 0.9726 +2024-07-17 02:59:42,695 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:47:58, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 0.6093, loss: 0.6093 +2024-07-17 03:00:05,952 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:47:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.6323, loss: 0.6323 +2024-07-17 03:00:29,279 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:47:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 0.6627, loss: 0.6627 +2024-07-17 03:00:52,642 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:46:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.6243, loss: 0.6243 +2024-07-17 03:01:16,198 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:46:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 0.6063, loss: 0.6063 +2024-07-17 03:01:39,671 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:45:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.6185, loss: 0.6185 +2024-07-17 03:02:03,125 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:45:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.6288, loss: 0.6288 +2024-07-17 03:02:26,539 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:45:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.6377, loss: 0.6377 +2024-07-17 03:02:49,909 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:44:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5973, loss: 0.5973 +2024-07-17 03:03:13,273 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:44:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 0.6746, loss: 0.6746 +2024-07-17 03:03:36,656 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:43:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 0.6699, loss: 0.6699 +2024-07-17 03:04:00,003 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:43:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.6357, loss: 0.6357 +2024-07-17 03:04:23,428 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:43:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 0.6419, loss: 0.6419 +2024-07-17 03:04:46,807 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:42:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.6318, loss: 0.6318 +2024-07-17 03:05:10,150 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:42:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 0.6302, loss: 0.6302 +2024-07-17 03:05:33,517 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:41:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7034, loss: 0.7034 +2024-07-17 03:05:56,873 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:41:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 0.7365, loss: 0.7365 +2024-07-17 03:06:20,134 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:41:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.6662, loss: 0.6662 +2024-07-17 03:06:43,428 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:40:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.6778, loss: 0.6778 +2024-07-17 03:07:06,704 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:40:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.6508, loss: 0.6508 +2024-07-17 03:07:30,004 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:39:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 0.6412, loss: 0.6412 +2024-07-17 03:07:53,331 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:39:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.6649, loss: 0.6649 +2024-07-17 03:08:16,688 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:38:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 0.6559, loss: 0.6559 +2024-07-17 03:08:40,071 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:38:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.6323, loss: 0.6323 +2024-07-17 03:09:03,471 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:38:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6146, loss: 0.6146 +2024-07-17 03:09:05,258 - pyskl - INFO - Saving checkpoint at 68 epochs +2024-07-17 03:10:22,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:10:22,579 - pyskl - INFO - +top1_acc 0.8398 +top5_acc 0.9765 +2024-07-17 03:10:22,581 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8398, top5_acc: 0.9765 +2024-07-17 03:11:04,638 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:38:04, time: 0.421, data_time: 0.182, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.6060, loss: 0.6060 +2024-07-17 03:11:28,070 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:37:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 0.5943, loss: 0.5943 +2024-07-17 03:11:51,431 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:37:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.5709, loss: 0.5709 +2024-07-17 03:12:14,794 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:36:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.6193, loss: 0.6193 +2024-07-17 03:12:38,190 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:36:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.6569, loss: 0.6569 +2024-07-17 03:13:01,569 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:36:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.6529, loss: 0.6529 +2024-07-17 03:13:24,956 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:35:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.5632, loss: 0.5632 +2024-07-17 03:13:48,364 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:35:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 0.5987, loss: 0.5987 +2024-07-17 03:14:11,774 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:34:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 0.6881, loss: 0.6881 +2024-07-17 03:14:35,147 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:34:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.6798, loss: 0.6798 +2024-07-17 03:14:58,576 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:33:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.6733, loss: 0.6733 +2024-07-17 03:15:21,926 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:33:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.7035, loss: 0.7035 +2024-07-17 03:15:45,239 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:33:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.6293, loss: 0.6293 +2024-07-17 03:16:08,729 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:32:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.6507, loss: 0.6507 +2024-07-17 03:16:32,138 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:32:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 0.7048, loss: 0.7048 +2024-07-17 03:16:55,522 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:31:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9806, loss_cls: 0.6169, loss: 0.6169 +2024-07-17 03:17:18,917 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:31:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 0.6227, loss: 0.6227 +2024-07-17 03:17:42,344 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:31:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 0.6466, loss: 0.6466 +2024-07-17 03:18:05,808 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:30:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 0.6789, loss: 0.6789 +2024-07-17 03:18:29,315 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:30:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.6358, loss: 0.6358 +2024-07-17 03:18:52,861 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:29:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 0.6702, loss: 0.6702 +2024-07-17 03:19:16,354 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:29:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.6818, loss: 0.6818 +2024-07-17 03:19:39,822 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:29:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.6907, loss: 0.6907 +2024-07-17 03:20:03,277 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:28:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.6754, loss: 0.6754 +2024-07-17 03:20:26,636 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:28:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 0.6887, loss: 0.6887 +2024-07-17 03:20:28,395 - pyskl - INFO - Saving checkpoint at 69 epochs +2024-07-17 03:21:45,628 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:21:45,695 - pyskl - INFO - +top1_acc 0.8333 +top5_acc 0.9750 +2024-07-17 03:21:45,697 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8333, top5_acc: 0.9750 +2024-07-17 03:22:27,245 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:28:11, time: 0.415, data_time: 0.179, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.6350, loss: 0.6350 +2024-07-17 03:22:50,500 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:27:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 0.6069, loss: 0.6069 +2024-07-17 03:23:13,879 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:27:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 0.6147, loss: 0.6147 +2024-07-17 03:23:37,256 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:26:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 0.5616, loss: 0.5616 +2024-07-17 03:24:00,608 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:26:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.5763, loss: 0.5763 +2024-07-17 03:24:23,991 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:26:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 0.6193, loss: 0.6193 +2024-07-17 03:24:47,471 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:25:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6348, loss: 0.6348 +2024-07-17 03:25:10,870 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:25:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 0.6338, loss: 0.6338 +2024-07-17 03:25:34,210 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:24:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 0.6600, loss: 0.6600 +2024-07-17 03:25:57,590 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:24:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.6231, loss: 0.6231 +2024-07-17 03:26:20,968 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:24:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.6246, loss: 0.6246 +2024-07-17 03:26:44,356 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:23:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.6424, loss: 0.6424 +2024-07-17 03:27:07,736 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:23:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6737, loss: 0.6737 +2024-07-17 03:27:31,056 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:22:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 0.6975, loss: 0.6975 +2024-07-17 03:27:54,381 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:22:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 0.6257, loss: 0.6257 +2024-07-17 03:28:17,746 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:22:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.6798, loss: 0.6798 +2024-07-17 03:28:41,089 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 13:21:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.6265, loss: 0.6265 +2024-07-17 03:29:04,411 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 13:21:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 0.7047, loss: 0.7047 +2024-07-17 03:29:27,730 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 13:20:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.6262, loss: 0.6262 +2024-07-17 03:29:51,114 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 13:20:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6517, loss: 0.6517 +2024-07-17 03:30:14,562 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 13:20:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 0.6786, loss: 0.6786 +2024-07-17 03:30:37,957 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 13:19:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 0.6205, loss: 0.6205 +2024-07-17 03:31:01,330 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 13:19:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 0.7015, loss: 0.7015 +2024-07-17 03:31:24,779 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 13:18:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 0.6960, loss: 0.6960 +2024-07-17 03:31:48,222 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 13:18:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9744, loss_cls: 0.7004, loss: 0.7004 +2024-07-17 03:31:50,004 - pyskl - INFO - Saving checkpoint at 70 epochs +2024-07-17 03:33:07,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:33:07,233 - pyskl - INFO - +top1_acc 0.8450 +top5_acc 0.9788 +2024-07-17 03:33:07,237 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_59.pth was removed +2024-07-17 03:33:07,368 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2024-07-17 03:33:07,369 - pyskl - INFO - Best top1_acc is 0.8450 at 70 epoch. +2024-07-17 03:33:07,371 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8450, top5_acc: 0.9788 +2024-07-17 03:33:48,826 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 13:18:16, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 0.6144, loss: 0.6144 +2024-07-17 03:34:12,103 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 13:17:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.6199, loss: 0.6199 +2024-07-17 03:34:35,493 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 13:17:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 0.5600, loss: 0.5600 +2024-07-17 03:34:58,861 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 13:17:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.6346, loss: 0.6346 +2024-07-17 03:35:22,170 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 13:16:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.5828, loss: 0.5828 +2024-07-17 03:35:45,489 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 13:16:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 0.6911, loss: 0.6911 +2024-07-17 03:36:09,041 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 13:15:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.6272, loss: 0.6272 +2024-07-17 03:36:32,422 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 13:15:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.6242, loss: 0.6242 +2024-07-17 03:36:55,776 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 13:15:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 0.6362, loss: 0.6362 +2024-07-17 03:37:19,166 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 13:14:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.6624, loss: 0.6624 +2024-07-17 03:37:42,525 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 13:14:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.6180, loss: 0.6180 +2024-07-17 03:38:05,873 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 13:13:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.5989, loss: 0.5989 +2024-07-17 03:38:29,244 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 13:13:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 0.6475, loss: 0.6475 +2024-07-17 03:38:52,612 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 13:12:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.5784, loss: 0.5784 +2024-07-17 03:39:15,996 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 13:12:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 0.6141, loss: 0.6141 +2024-07-17 03:39:39,378 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 13:12:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6275, loss: 0.6275 +2024-07-17 03:40:02,740 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 13:11:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 0.6611, loss: 0.6611 +2024-07-17 03:40:26,100 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 13:11:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.6513, loss: 0.6513 +2024-07-17 03:40:49,481 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 13:10:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.6675, loss: 0.6675 +2024-07-17 03:41:12,837 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 13:10:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6530, loss: 0.6530 +2024-07-17 03:41:36,188 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 13:10:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.6681, loss: 0.6681 +2024-07-17 03:41:59,565 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 13:09:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.6363, loss: 0.6363 +2024-07-17 03:42:22,948 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 13:09:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.6629, loss: 0.6629 +2024-07-17 03:42:46,403 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 13:08:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 0.6125, loss: 0.6125 +2024-07-17 03:43:09,901 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 13:08:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 0.6069, loss: 0.6069 +2024-07-17 03:43:11,685 - pyskl - INFO - Saving checkpoint at 71 epochs +2024-07-17 03:44:29,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:44:29,067 - pyskl - INFO - +top1_acc 0.8331 +top5_acc 0.9740 +2024-07-17 03:44:29,069 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8331, top5_acc: 0.9740 +2024-07-17 03:45:10,730 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 13:08:21, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6504, loss: 0.6504 +2024-07-17 03:45:34,005 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 13:07:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 0.5686, loss: 0.5686 +2024-07-17 03:45:57,374 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 13:07:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5643, loss: 0.5643 +2024-07-17 03:46:20,784 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 13:07:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.6486, loss: 0.6486 +2024-07-17 03:46:44,468 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 13:06:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.6369, loss: 0.6369 +2024-07-17 03:47:07,980 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 13:06:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 0.5791, loss: 0.5791 +2024-07-17 03:47:31,548 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 13:05:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.6242, loss: 0.6242 +2024-07-17 03:47:54,985 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 13:05:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.5484, loss: 0.5484 +2024-07-17 03:48:18,421 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 13:05:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.6488, loss: 0.6488 +2024-07-17 03:48:41,901 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 13:04:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.6591, loss: 0.6591 +2024-07-17 03:49:05,281 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 13:04:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.6318, loss: 0.6318 +2024-07-17 03:49:28,646 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 13:03:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.6736, loss: 0.6736 +2024-07-17 03:49:52,058 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 13:03:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 0.6960, loss: 0.6960 +2024-07-17 03:50:15,462 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 13:03:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.6171, loss: 0.6171 +2024-07-17 03:50:38,812 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 13:02:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 0.6815, loss: 0.6815 +2024-07-17 03:51:02,143 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 13:02:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.6231, loss: 0.6231 +2024-07-17 03:51:25,499 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 13:01:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 0.6052, loss: 0.6052 +2024-07-17 03:51:48,837 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 13:01:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.6444, loss: 0.6444 +2024-07-17 03:52:12,184 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 13:01:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 0.6425, loss: 0.6425 +2024-07-17 03:52:35,523 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 13:00:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6466, loss: 0.6466 +2024-07-17 03:52:58,907 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 13:00:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.7011, loss: 0.7011 +2024-07-17 03:53:22,337 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 12:59:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.6125, loss: 0.6125 +2024-07-17 03:53:45,713 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 12:59:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 0.6418, loss: 0.6418 +2024-07-17 03:54:09,138 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 12:58:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 0.5765, loss: 0.5765 +2024-07-17 03:54:32,516 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 12:58:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.6171, loss: 0.6171 +2024-07-17 03:54:34,290 - pyskl - INFO - Saving checkpoint at 72 epochs +2024-07-17 03:55:51,785 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:55:51,851 - pyskl - INFO - +top1_acc 0.8629 +top5_acc 0.9772 +2024-07-17 03:55:51,854 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_70.pth was removed +2024-07-17 03:55:51,982 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2024-07-17 03:55:51,983 - pyskl - INFO - Best top1_acc is 0.8629 at 72 epoch. +2024-07-17 03:55:51,985 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8629, top5_acc: 0.9772 +2024-07-17 03:56:33,472 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 12:58:27, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.6146, loss: 0.6146 +2024-07-17 03:56:56,731 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 12:58:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.6271, loss: 0.6271 +2024-07-17 03:57:20,023 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 12:57:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 0.6614, loss: 0.6614 +2024-07-17 03:57:43,329 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 12:57:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.5714, loss: 0.5714 +2024-07-17 03:58:06,705 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 12:56:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.6545, loss: 0.6545 +2024-07-17 03:58:30,096 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 12:56:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5658, loss: 0.5658 +2024-07-17 03:58:53,457 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 12:55:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.6004, loss: 0.6004 +2024-07-17 03:59:16,803 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 12:55:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.6187, loss: 0.6187 +2024-07-17 03:59:40,228 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 12:55:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.6315, loss: 0.6315 +2024-07-17 04:00:03,527 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 12:54:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.5853, loss: 0.5853 +2024-07-17 04:00:26,811 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 12:54:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.6625, loss: 0.6625 +2024-07-17 04:00:50,197 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:53:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 0.5898, loss: 0.5898 +2024-07-17 04:01:13,816 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:53:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 0.6504, loss: 0.6504 +2024-07-17 04:01:37,527 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:53:09, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.5921, loss: 0.5921 +2024-07-17 04:02:01,160 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:52:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.5919, loss: 0.5919 +2024-07-17 04:02:24,585 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:52:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.6011, loss: 0.6011 +2024-07-17 04:02:47,990 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:51:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.6560, loss: 0.6560 +2024-07-17 04:03:11,352 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:51:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.6017, loss: 0.6017 +2024-07-17 04:03:34,731 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:51:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.6667, loss: 0.6667 +2024-07-17 04:03:58,091 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:50:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.6474, loss: 0.6474 +2024-07-17 04:04:21,479 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:50:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.6056, loss: 0.6056 +2024-07-17 04:04:44,807 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:49:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 0.5730, loss: 0.5730 +2024-07-17 04:05:08,126 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:49:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 0.6204, loss: 0.6204 +2024-07-17 04:05:31,438 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:49:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.6361, loss: 0.6361 +2024-07-17 04:05:54,973 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:48:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.5728, loss: 0.5728 +2024-07-17 04:05:56,790 - pyskl - INFO - Saving checkpoint at 73 epochs +2024-07-17 04:07:14,209 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:07:14,281 - pyskl - INFO - +top1_acc 0.8579 +top5_acc 0.9796 +2024-07-17 04:07:14,283 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8579, top5_acc: 0.9796 +2024-07-17 04:07:55,881 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:48:32, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5442, loss: 0.5442 +2024-07-17 04:08:19,177 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:48:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.5371, loss: 0.5371 +2024-07-17 04:08:42,497 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:47:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.5314, loss: 0.5314 +2024-07-17 04:09:05,813 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:47:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 0.6094, loss: 0.6094 +2024-07-17 04:09:29,115 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:46:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.6411, loss: 0.6411 +2024-07-17 04:09:52,559 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:46:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 0.5823, loss: 0.5823 +2024-07-17 04:10:15,981 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:46:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 0.5794, loss: 0.5794 +2024-07-17 04:10:39,411 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:45:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 0.6638, loss: 0.6638 +2024-07-17 04:11:02,869 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:45:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 0.5699, loss: 0.5699 +2024-07-17 04:11:26,302 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:44:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.6206, loss: 0.6206 +2024-07-17 04:11:49,746 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:44:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.6405, loss: 0.6405 +2024-07-17 04:12:13,210 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:44:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 0.5683, loss: 0.5683 +2024-07-17 04:12:36,653 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:43:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 0.6383, loss: 0.6383 +2024-07-17 04:13:00,039 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:43:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6705, loss: 0.6705 +2024-07-17 04:13:23,405 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:42:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 0.6403, loss: 0.6403 +2024-07-17 04:13:46,790 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:42:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.6356, loss: 0.6356 +2024-07-17 04:14:10,196 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:42:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 0.6315, loss: 0.6315 +2024-07-17 04:14:33,567 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:41:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 0.6442, loss: 0.6442 +2024-07-17 04:14:56,968 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:41:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 0.6405, loss: 0.6405 +2024-07-17 04:15:20,338 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:40:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.6358, loss: 0.6358 +2024-07-17 04:15:43,679 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:40:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.6816, loss: 0.6816 +2024-07-17 04:16:07,203 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:39:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.6189, loss: 0.6189 +2024-07-17 04:16:30,652 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:39:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 0.5973, loss: 0.5973 +2024-07-17 04:16:54,061 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:39:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.6304, loss: 0.6304 +2024-07-17 04:17:17,408 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:38:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 0.5998, loss: 0.5998 +2024-07-17 04:17:19,245 - pyskl - INFO - Saving checkpoint at 74 epochs +2024-07-17 04:18:36,525 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:18:36,591 - pyskl - INFO - +top1_acc 0.8417 +top5_acc 0.9780 +2024-07-17 04:18:36,593 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8417, top5_acc: 0.9780 +2024-07-17 04:19:17,979 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:38:36, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 0.5490, loss: 0.5490 +2024-07-17 04:19:41,287 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:38:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.5883, loss: 0.5883 +2024-07-17 04:20:04,621 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:37:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.5269, loss: 0.5269 +2024-07-17 04:20:27,956 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:37:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.5055, loss: 0.5055 +2024-07-17 04:20:51,351 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:36:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5911, loss: 0.5911 +2024-07-17 04:21:14,743 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:36:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 0.5583, loss: 0.5583 +2024-07-17 04:21:38,180 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:36:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.6173, loss: 0.6173 +2024-07-17 04:22:01,560 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:35:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.6024, loss: 0.6024 +2024-07-17 04:22:24,998 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:35:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.6133, loss: 0.6133 +2024-07-17 04:22:48,454 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:34:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.6084, loss: 0.6084 +2024-07-17 04:23:11,837 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:34:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.6396, loss: 0.6396 +2024-07-17 04:23:35,160 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:34:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.6451, loss: 0.6451 +2024-07-17 04:23:58,451 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:33:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 0.6190, loss: 0.6190 +2024-07-17 04:24:21,763 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:33:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6405, loss: 0.6405 +2024-07-17 04:24:45,068 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:32:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.6259, loss: 0.6259 +2024-07-17 04:25:08,411 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:32:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.5972, loss: 0.5972 +2024-07-17 04:25:31,779 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:32:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.5836, loss: 0.5836 +2024-07-17 04:25:55,107 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:31:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.6080, loss: 0.6080 +2024-07-17 04:26:18,432 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:31:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 0.6207, loss: 0.6207 +2024-07-17 04:26:41,753 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:30:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.5748, loss: 0.5748 +2024-07-17 04:27:05,106 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:30:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 0.6070, loss: 0.6070 +2024-07-17 04:27:28,431 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:30:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.5279, loss: 0.5279 +2024-07-17 04:27:51,752 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:29:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9769, loss_cls: 0.6290, loss: 0.6290 +2024-07-17 04:28:15,128 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:29:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.5795, loss: 0.5795 +2024-07-17 04:28:38,516 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:28:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.6329, loss: 0.6329 +2024-07-17 04:28:40,308 - pyskl - INFO - Saving checkpoint at 75 epochs +2024-07-17 04:29:57,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:29:57,744 - pyskl - INFO - +top1_acc 0.8435 +top5_acc 0.9762 +2024-07-17 04:29:57,746 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8435, top5_acc: 0.9762 +2024-07-17 04:30:39,372 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:28:40, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.5156, loss: 0.5156 +2024-07-17 04:31:02,737 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:28:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.5508, loss: 0.5508 +2024-07-17 04:31:26,178 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:27:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 0.6401, loss: 0.6401 +2024-07-17 04:31:49,513 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:27:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 0.6000, loss: 0.6000 +2024-07-17 04:32:12,939 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:27:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.5795, loss: 0.5795 +2024-07-17 04:32:36,308 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:26:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.5911, loss: 0.5911 +2024-07-17 04:32:59,672 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:26:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 0.5943, loss: 0.5943 +2024-07-17 04:33:23,167 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:25:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 0.5919, loss: 0.5919 +2024-07-17 04:33:46,554 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:25:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.5372, loss: 0.5372 +2024-07-17 04:34:09,933 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:25:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9938, loss_cls: 0.5200, loss: 0.5200 +2024-07-17 04:34:33,340 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:24:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 0.5645, loss: 0.5645 +2024-07-17 04:34:56,700 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:24:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 0.6427, loss: 0.6427 +2024-07-17 04:35:20,084 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:23:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5729, loss: 0.5729 +2024-07-17 04:35:43,476 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:23:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 0.5576, loss: 0.5576 +2024-07-17 04:36:06,874 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:22:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5939, loss: 0.5939 +2024-07-17 04:36:30,270 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:22:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.5900, loss: 0.5900 +2024-07-17 04:36:53,725 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:22:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.6506, loss: 0.6506 +2024-07-17 04:37:17,169 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:21:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.5799, loss: 0.5799 +2024-07-17 04:37:40,607 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:21:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 0.6124, loss: 0.6124 +2024-07-17 04:38:03,914 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:20:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.6964, loss: 0.6964 +2024-07-17 04:38:27,203 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:20:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.6030, loss: 0.6030 +2024-07-17 04:38:50,597 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:20:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.6117, loss: 0.6117 +2024-07-17 04:39:13,956 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 12:19:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.5804, loss: 0.5804 +2024-07-17 04:39:37,372 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 12:19:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.6008, loss: 0.6008 +2024-07-17 04:40:00,784 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 12:18:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.6246, loss: 0.6246 +2024-07-17 04:40:02,599 - pyskl - INFO - Saving checkpoint at 76 epochs +2024-07-17 04:41:19,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:41:19,880 - pyskl - INFO - +top1_acc 0.8359 +top5_acc 0.9780 +2024-07-17 04:41:19,883 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8359, top5_acc: 0.9780 +2024-07-17 04:42:01,655 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 12:18:45, time: 0.418, data_time: 0.180, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5427, loss: 0.5427 +2024-07-17 04:42:24,948 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 12:18:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.5504, loss: 0.5504 +2024-07-17 04:42:48,286 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 12:17:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9944, loss_cls: 0.5202, loss: 0.5202 +2024-07-17 04:43:11,575 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 12:17:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.5920, loss: 0.5920 +2024-07-17 04:43:34,913 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 12:17:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.6177, loss: 0.6177 +2024-07-17 04:43:58,323 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 12:16:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.5657, loss: 0.5657 +2024-07-17 04:44:21,676 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 12:16:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9788, loss_cls: 0.5993, loss: 0.5993 +2024-07-17 04:44:45,071 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 12:15:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5779, loss: 0.5779 +2024-07-17 04:45:08,726 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 12:15:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5765, loss: 0.5765 +2024-07-17 04:45:32,279 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 12:15:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 0.6001, loss: 0.6001 +2024-07-17 04:45:55,740 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 12:14:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9844, loss_cls: 0.5267, loss: 0.5267 +2024-07-17 04:46:19,245 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 12:14:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.6066, loss: 0.6066 +2024-07-17 04:46:42,611 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 12:13:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 0.6355, loss: 0.6355 +2024-07-17 04:47:05,972 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 12:13:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 0.6165, loss: 0.6165 +2024-07-17 04:47:29,323 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 12:13:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 0.6100, loss: 0.6100 +2024-07-17 04:47:52,681 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 12:12:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 0.5768, loss: 0.5768 +2024-07-17 04:48:16,055 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 12:12:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.6090, loss: 0.6090 +2024-07-17 04:48:39,418 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 12:11:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.6474, loss: 0.6474 +2024-07-17 04:49:02,769 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 12:11:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 0.6259, loss: 0.6259 +2024-07-17 04:49:26,103 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 12:11:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 0.6364, loss: 0.6364 +2024-07-17 04:49:49,436 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 12:10:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 0.5860, loss: 0.5860 +2024-07-17 04:50:12,767 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 12:10:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5959, loss: 0.5959 +2024-07-17 04:50:36,092 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 12:09:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.5689, loss: 0.5689 +2024-07-17 04:50:59,448 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 12:09:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 0.6288, loss: 0.6288 +2024-07-17 04:51:22,865 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 12:08:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.5273, loss: 0.5273 +2024-07-17 04:51:24,649 - pyskl - INFO - Saving checkpoint at 77 epochs +2024-07-17 04:52:42,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:52:42,191 - pyskl - INFO - +top1_acc 0.8466 +top5_acc 0.9765 +2024-07-17 04:52:42,193 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8466, top5_acc: 0.9765 +2024-07-17 04:53:23,711 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 12:08:48, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.5837, loss: 0.5837 +2024-07-17 04:53:47,004 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 12:08:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.5181, loss: 0.5181 +2024-07-17 04:54:10,321 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 12:07:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.5696, loss: 0.5696 +2024-07-17 04:54:33,647 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 12:07:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9800, loss_cls: 0.5684, loss: 0.5684 +2024-07-17 04:54:57,014 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 12:07:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 0.5678, loss: 0.5678 +2024-07-17 04:55:20,373 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 12:06:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5336, loss: 0.5336 +2024-07-17 04:55:43,755 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 12:06:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.5611, loss: 0.5611 +2024-07-17 04:56:07,153 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 12:05:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.5743, loss: 0.5743 +2024-07-17 04:56:30,566 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 12:05:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.5962, loss: 0.5962 +2024-07-17 04:56:53,995 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 12:05:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.5508, loss: 0.5508 +2024-07-17 04:57:17,400 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 12:04:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5333, loss: 0.5333 +2024-07-17 04:57:40,804 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 12:04:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.5948, loss: 0.5948 +2024-07-17 04:58:04,149 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 12:03:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.5974, loss: 0.5974 +2024-07-17 04:58:27,476 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 12:03:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.5979, loss: 0.5979 +2024-07-17 04:58:50,804 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 12:03:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.5492, loss: 0.5492 +2024-07-17 04:59:14,116 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 12:02:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9831, loss_cls: 0.5675, loss: 0.5675 +2024-07-17 04:59:37,426 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 12:02:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 0.6113, loss: 0.6113 +2024-07-17 05:00:00,741 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 12:01:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.5855, loss: 0.5855 +2024-07-17 05:00:24,073 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 12:01:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 0.5857, loss: 0.5857 +2024-07-17 05:00:47,399 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 12:01:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 0.5777, loss: 0.5777 +2024-07-17 05:01:10,721 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 12:00:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.5213, loss: 0.5213 +2024-07-17 05:01:34,098 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 12:00:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.5398, loss: 0.5398 +2024-07-17 05:01:57,448 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 11:59:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9806, loss_cls: 0.5670, loss: 0.5670 +2024-07-17 05:02:20,830 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 11:59:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.5797, loss: 0.5797 +2024-07-17 05:02:44,258 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 11:59:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.5777, loss: 0.5777 +2024-07-17 05:02:46,040 - pyskl - INFO - Saving checkpoint at 78 epochs +2024-07-17 05:04:03,523 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:04:03,588 - pyskl - INFO - +top1_acc 0.8521 +top5_acc 0.9782 +2024-07-17 05:04:03,591 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8521, top5_acc: 0.9782 +2024-07-17 05:04:45,529 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 11:58:52, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5615, loss: 0.5615 +2024-07-17 05:05:08,866 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 11:58:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.5444, loss: 0.5444 +2024-07-17 05:05:32,242 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 11:58:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.5666, loss: 0.5666 +2024-07-17 05:05:55,683 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 11:57:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 0.5627, loss: 0.5627 +2024-07-17 05:06:19,048 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 11:57:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.5008, loss: 0.5008 +2024-07-17 05:06:42,389 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 11:56:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 0.4928, loss: 0.4928 +2024-07-17 05:07:05,754 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 11:56:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.5921, loss: 0.5921 +2024-07-17 05:07:29,250 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 11:56:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5693, loss: 0.5693 +2024-07-17 05:07:52,746 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 11:55:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 0.6040, loss: 0.6040 +2024-07-17 05:08:16,180 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 11:55:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9812, loss_cls: 0.6402, loss: 0.6402 +2024-07-17 05:08:39,542 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:54:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.5133, loss: 0.5133 +2024-07-17 05:09:02,856 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:54:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.5633, loss: 0.5633 +2024-07-17 05:09:26,170 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:53:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 0.5924, loss: 0.5924 +2024-07-17 05:09:49,531 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:53:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 0.5865, loss: 0.5865 +2024-07-17 05:10:12,922 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:53:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.5343, loss: 0.5343 +2024-07-17 05:10:36,329 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:52:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 0.5317, loss: 0.5317 +2024-07-17 05:10:59,710 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:52:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 0.5673, loss: 0.5673 +2024-07-17 05:11:23,015 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:51:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 0.6445, loss: 0.6445 +2024-07-17 05:11:46,325 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:51:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 0.5988, loss: 0.5988 +2024-07-17 05:12:09,637 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:51:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 0.5386, loss: 0.5386 +2024-07-17 05:12:32,977 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:50:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 0.5639, loss: 0.5639 +2024-07-17 05:12:56,333 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:50:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9794, loss_cls: 0.5910, loss: 0.5910 +2024-07-17 05:13:19,649 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:49:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 0.5802, loss: 0.5802 +2024-07-17 05:13:43,007 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:49:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.6523, loss: 0.6523 +2024-07-17 05:14:06,365 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:49:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.6104, loss: 0.6104 +2024-07-17 05:14:08,170 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-07-17 05:15:25,479 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:15:25,545 - pyskl - INFO - +top1_acc 0.8458 +top5_acc 0.9772 +2024-07-17 05:15:25,547 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8458, top5_acc: 0.9772 +2024-07-17 05:16:07,052 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:48:55, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.5050, loss: 0.5050 +2024-07-17 05:16:30,345 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:48:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 0.6130, loss: 0.6130 +2024-07-17 05:16:53,645 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:48:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.5863, loss: 0.5863 +2024-07-17 05:17:17,107 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:47:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 0.6116, loss: 0.6116 +2024-07-17 05:17:40,639 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:47:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 0.5879, loss: 0.5879 +2024-07-17 05:18:04,077 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:46:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.5332, loss: 0.5332 +2024-07-17 05:18:27,461 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:46:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 0.4958, loss: 0.4958 +2024-07-17 05:18:50,748 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:46:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 0.5984, loss: 0.5984 +2024-07-17 05:19:14,051 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:45:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.5968, loss: 0.5968 +2024-07-17 05:19:37,386 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:45:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.5763, loss: 0.5763 +2024-07-17 05:20:00,793 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:44:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4706, loss: 0.4706 +2024-07-17 05:20:24,150 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:44:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.4843, loss: 0.4843 +2024-07-17 05:20:47,516 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:44:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.5927, loss: 0.5927 +2024-07-17 05:21:10,917 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:43:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 0.5449, loss: 0.5449 +2024-07-17 05:21:34,318 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:43:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.5844, loss: 0.5844 +2024-07-17 05:21:57,705 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:42:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 0.5553, loss: 0.5553 +2024-07-17 05:22:21,043 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:42:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.5510, loss: 0.5510 +2024-07-17 05:22:44,396 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:42:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.5645, loss: 0.5645 +2024-07-17 05:23:07,752 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:41:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9931, loss_cls: 0.5885, loss: 0.5885 +2024-07-17 05:23:31,073 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:41:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.5930, loss: 0.5930 +2024-07-17 05:23:54,366 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:40:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.5862, loss: 0.5862 +2024-07-17 05:24:17,685 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:40:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.5899, loss: 0.5899 +2024-07-17 05:24:41,002 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:39:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 0.6175, loss: 0.6175 +2024-07-17 05:25:04,353 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:39:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.6099, loss: 0.6099 +2024-07-17 05:25:27,699 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:39:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9794, loss_cls: 0.6122, loss: 0.6122 +2024-07-17 05:25:29,499 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-07-17 05:26:46,686 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:26:46,754 - pyskl - INFO - +top1_acc 0.8376 +top5_acc 0.9754 +2024-07-17 05:26:46,756 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8376, top5_acc: 0.9754 +2024-07-17 05:27:28,172 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:38:58, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.4867, loss: 0.4867 +2024-07-17 05:27:51,505 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:38:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.4824, loss: 0.4824 +2024-07-17 05:28:14,934 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:38:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 0.5841, loss: 0.5841 +2024-07-17 05:28:38,369 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:37:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 0.5072, loss: 0.5072 +2024-07-17 05:29:01,841 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:37:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.5462, loss: 0.5462 +2024-07-17 05:29:25,303 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:36:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 0.5607, loss: 0.5607 +2024-07-17 05:29:48,766 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:36:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9825, loss_cls: 0.5721, loss: 0.5721 +2024-07-17 05:30:12,228 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:36:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5305, loss: 0.5305 +2024-07-17 05:30:35,640 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:35:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 0.5850, loss: 0.5850 +2024-07-17 05:30:59,020 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:35:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 0.5384, loss: 0.5384 +2024-07-17 05:31:22,396 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:34:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 0.5337, loss: 0.5337 +2024-07-17 05:31:45,910 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:34:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.6093, loss: 0.6093 +2024-07-17 05:32:09,410 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:34:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.5976, loss: 0.5976 +2024-07-17 05:32:32,887 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:33:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.5173, loss: 0.5173 +2024-07-17 05:32:56,394 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:33:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 0.5066, loss: 0.5066 +2024-07-17 05:33:19,825 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:32:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 0.5391, loss: 0.5391 +2024-07-17 05:33:43,243 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:32:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.4638, loss: 0.4638 +2024-07-17 05:34:06,704 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:32:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6146, loss: 0.6146 +2024-07-17 05:34:30,135 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:31:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.6008, loss: 0.6008 +2024-07-17 05:34:53,574 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:31:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 0.5847, loss: 0.5847 +2024-07-17 05:35:17,007 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:30:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.5580, loss: 0.5580 +2024-07-17 05:35:40,414 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:30:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.5981, loss: 0.5981 +2024-07-17 05:36:03,825 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:30:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 0.5563, loss: 0.5563 +2024-07-17 05:36:27,237 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:29:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5460, loss: 0.5460 +2024-07-17 05:36:50,614 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:29:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.5162, loss: 0.5162 +2024-07-17 05:36:52,413 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-07-17 05:38:09,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:38:09,508 - pyskl - INFO - +top1_acc 0.8351 +top5_acc 0.9756 +2024-07-17 05:38:09,510 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8351, top5_acc: 0.9756 +2024-07-17 05:38:51,349 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:29:03, time: 0.418, data_time: 0.180, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 0.5149, loss: 0.5149 +2024-07-17 05:39:14,753 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:28:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 0.5169, loss: 0.5169 +2024-07-17 05:39:38,144 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:28:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 0.5262, loss: 0.5262 +2024-07-17 05:40:01,695 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:27:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5318, loss: 0.5318 +2024-07-17 05:40:25,134 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:27:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.5024, loss: 0.5024 +2024-07-17 05:40:48,579 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:27:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.5179, loss: 0.5179 +2024-07-17 05:41:12,060 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:26:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.5296, loss: 0.5296 +2024-07-17 05:41:35,470 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:26:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.5138, loss: 0.5138 +2024-07-17 05:41:58,853 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:25:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5139, loss: 0.5139 +2024-07-17 05:42:22,264 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:25:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.4916, loss: 0.4916 +2024-07-17 05:42:45,625 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:24:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 0.5170, loss: 0.5170 +2024-07-17 05:43:09,003 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:24:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.6048, loss: 0.6048 +2024-07-17 05:43:32,487 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:24:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.5094, loss: 0.5094 +2024-07-17 05:43:55,883 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:23:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 0.5602, loss: 0.5602 +2024-07-17 05:44:19,291 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:23:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5689, loss: 0.5689 +2024-07-17 05:44:42,711 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:22:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 0.5499, loss: 0.5499 +2024-07-17 05:45:06,002 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:22:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 0.6129, loss: 0.6129 +2024-07-17 05:45:29,276 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:22:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.5332, loss: 0.5332 +2024-07-17 05:45:52,548 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:21:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.5346, loss: 0.5346 +2024-07-17 05:46:15,889 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:21:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 0.6000, loss: 0.6000 +2024-07-17 05:46:39,176 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:20:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5679, loss: 0.5679 +2024-07-17 05:47:02,636 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:20:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 0.5780, loss: 0.5780 +2024-07-17 05:47:25,983 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:20:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 0.6032, loss: 0.6032 +2024-07-17 05:47:49,351 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:19:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 0.5377, loss: 0.5377 +2024-07-17 05:48:12,764 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:19:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.5501, loss: 0.5501 +2024-07-17 05:48:14,576 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-07-17 05:49:31,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:49:31,970 - pyskl - INFO - +top1_acc 0.8351 +top5_acc 0.9742 +2024-07-17 05:49:31,972 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8351, top5_acc: 0.9742 +2024-07-17 05:50:13,397 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:19:06, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.5271, loss: 0.5271 +2024-07-17 05:50:36,710 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:18:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.4803, loss: 0.4803 +2024-07-17 05:51:00,125 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 11:18:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 0.5320, loss: 0.5320 +2024-07-17 05:51:23,630 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 11:17:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5810, loss: 0.5810 +2024-07-17 05:51:46,992 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 11:17:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.6036, loss: 0.6036 +2024-07-17 05:52:10,380 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 11:17:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.5389, loss: 0.5389 +2024-07-17 05:52:33,748 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 11:16:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 0.4768, loss: 0.4768 +2024-07-17 05:52:57,099 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 11:16:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 0.5409, loss: 0.5409 +2024-07-17 05:53:20,442 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 11:15:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 0.5057, loss: 0.5057 +2024-07-17 05:53:43,760 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 11:15:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 0.5339, loss: 0.5339 +2024-07-17 05:54:07,067 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 11:15:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9944, loss_cls: 0.5077, loss: 0.5077 +2024-07-17 05:54:30,451 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 11:14:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.5368, loss: 0.5368 +2024-07-17 05:54:53,870 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 11:14:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.5863, loss: 0.5863 +2024-07-17 05:55:17,270 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 11:13:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5686, loss: 0.5686 +2024-07-17 05:55:40,637 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 11:13:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.5618, loss: 0.5618 +2024-07-17 05:56:04,099 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 11:13:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.5406, loss: 0.5406 +2024-07-17 05:56:27,518 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 11:12:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5356, loss: 0.5356 +2024-07-17 05:56:50,850 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 11:12:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 0.5607, loss: 0.5607 +2024-07-17 05:57:14,153 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 11:11:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.5663, loss: 0.5663 +2024-07-17 05:57:37,495 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 11:11:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.5248, loss: 0.5248 +2024-07-17 05:58:00,870 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 11:10:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.5501, loss: 0.5501 +2024-07-17 05:58:24,234 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 11:10:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9825, loss_cls: 0.5328, loss: 0.5328 +2024-07-17 05:58:47,599 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 11:10:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.5458, loss: 0.5458 +2024-07-17 05:59:10,980 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 11:09:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.6444, loss: 0.6444 +2024-07-17 05:59:34,334 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 11:09:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.5905, loss: 0.5905 +2024-07-17 05:59:36,146 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-07-17 06:00:53,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:00:53,565 - pyskl - INFO - +top1_acc 0.8442 +top5_acc 0.9783 +2024-07-17 06:00:53,567 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8442, top5_acc: 0.9783 +2024-07-17 06:01:35,064 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 11:09:09, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.5650, loss: 0.5650 +2024-07-17 06:01:58,401 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 11:08:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5250, loss: 0.5250 +2024-07-17 06:02:21,851 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 11:08:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 0.5041, loss: 0.5041 +2024-07-17 06:02:45,189 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 11:07:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.5499, loss: 0.5499 +2024-07-17 06:03:08,484 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 11:07:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.5017, loss: 0.5017 +2024-07-17 06:03:31,734 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 11:07:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 0.4953, loss: 0.4953 +2024-07-17 06:03:55,075 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 11:06:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.5092, loss: 0.5092 +2024-07-17 06:04:18,356 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 11:06:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.5034, loss: 0.5034 +2024-07-17 06:04:41,597 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 11:05:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9888, loss_cls: 0.4559, loss: 0.4559 +2024-07-17 06:05:04,869 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 11:05:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5563, loss: 0.5563 +2024-07-17 06:05:28,148 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 11:05:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 0.5152, loss: 0.5152 +2024-07-17 06:05:51,402 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 11:04:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 0.5045, loss: 0.5045 +2024-07-17 06:06:14,692 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 11:04:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9962, loss_cls: 0.4591, loss: 0.4591 +2024-07-17 06:06:38,003 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 11:03:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.5982, loss: 0.5982 +2024-07-17 06:07:01,480 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 11:03:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5682, loss: 0.5682 +2024-07-17 06:07:24,776 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 11:03:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.5795, loss: 0.5795 +2024-07-17 06:07:48,063 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 11:02:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 0.5454, loss: 0.5454 +2024-07-17 06:08:11,521 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 11:02:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 0.5228, loss: 0.5228 +2024-07-17 06:08:34,911 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 11:01:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5424, loss: 0.5424 +2024-07-17 06:08:58,253 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 11:01:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 0.5656, loss: 0.5656 +2024-07-17 06:09:21,619 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 11:01:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.4758, loss: 0.4758 +2024-07-17 06:09:44,983 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 11:00:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4923, loss: 0.4923 +2024-07-17 06:10:08,372 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 11:00:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 0.5192, loss: 0.5192 +2024-07-17 06:10:31,789 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 10:59:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5408, loss: 0.5408 +2024-07-17 06:10:55,221 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 10:59:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.5090, loss: 0.5090 +2024-07-17 06:10:57,027 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-07-17 06:12:14,441 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:12:14,508 - pyskl - INFO - +top1_acc 0.8516 +top5_acc 0.9794 +2024-07-17 06:12:14,510 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8516, top5_acc: 0.9794 +2024-07-17 06:12:55,867 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 10:59:11, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4699, loss: 0.4699 +2024-07-17 06:13:19,159 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 10:58:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.4727, loss: 0.4727 +2024-07-17 06:13:42,461 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 10:58:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.4355, loss: 0.4355 +2024-07-17 06:14:05,779 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 10:57:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4640, loss: 0.4640 +2024-07-17 06:14:29,158 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 10:57:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 0.5213, loss: 0.5213 +2024-07-17 06:14:52,640 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 10:57:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4528, loss: 0.4528 +2024-07-17 06:15:16,046 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 10:56:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.5385, loss: 0.5385 +2024-07-17 06:15:39,401 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 10:56:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.5487, loss: 0.5487 +2024-07-17 06:16:02,700 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 10:55:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 0.5483, loss: 0.5483 +2024-07-17 06:16:26,017 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:55:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 0.5322, loss: 0.5322 +2024-07-17 06:16:49,344 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:55:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.5446, loss: 0.5446 +2024-07-17 06:17:12,648 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:54:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 0.5595, loss: 0.5595 +2024-07-17 06:17:35,960 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:54:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 0.5261, loss: 0.5261 +2024-07-17 06:17:59,274 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:53:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.5806, loss: 0.5806 +2024-07-17 06:18:22,654 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:53:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.4805, loss: 0.4805 +2024-07-17 06:18:46,206 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:53:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 0.5706, loss: 0.5706 +2024-07-17 06:19:09,641 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:52:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 0.5324, loss: 0.5324 +2024-07-17 06:19:33,002 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:52:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.4921, loss: 0.4921 +2024-07-17 06:19:56,379 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:51:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4646, loss: 0.4646 +2024-07-17 06:20:19,850 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:51:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.5852, loss: 0.5852 +2024-07-17 06:20:43,238 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:51:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 0.5239, loss: 0.5239 +2024-07-17 06:21:06,729 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:50:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.5371, loss: 0.5371 +2024-07-17 06:21:30,210 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:50:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5335, loss: 0.5335 +2024-07-17 06:21:53,662 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:49:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 0.4997, loss: 0.4997 +2024-07-17 06:22:17,017 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:49:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 0.5480, loss: 0.5480 +2024-07-17 06:22:18,772 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-07-17 06:23:36,198 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:23:36,266 - pyskl - INFO - +top1_acc 0.8567 +top5_acc 0.9795 +2024-07-17 06:23:36,268 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8567, top5_acc: 0.9795 +2024-07-17 06:24:17,655 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:49:13, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4876, loss: 0.4876 +2024-07-17 06:24:40,931 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:48:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.4512, loss: 0.4512 +2024-07-17 06:25:04,201 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:48:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.4471, loss: 0.4471 +2024-07-17 06:25:27,494 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:48:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.4915, loss: 0.4915 +2024-07-17 06:25:50,856 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:47:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 0.5140, loss: 0.5140 +2024-07-17 06:26:14,169 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:47:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 0.4876, loss: 0.4876 +2024-07-17 06:26:37,519 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:46:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.5079, loss: 0.5079 +2024-07-17 06:27:00,984 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:46:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9862, loss_cls: 0.4809, loss: 0.4809 +2024-07-17 06:27:24,420 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:45:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.5163, loss: 0.5163 +2024-07-17 06:27:47,816 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:45:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.5049, loss: 0.5049 +2024-07-17 06:28:11,207 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:45:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.4839, loss: 0.4839 +2024-07-17 06:28:34,573 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:44:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.5503, loss: 0.5503 +2024-07-17 06:28:57,915 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:44:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.4925, loss: 0.4925 +2024-07-17 06:29:21,264 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:43:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.5463, loss: 0.5463 +2024-07-17 06:29:44,619 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:43:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.5758, loss: 0.5758 +2024-07-17 06:30:07,997 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:43:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.5122, loss: 0.5122 +2024-07-17 06:30:31,346 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:42:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 0.4980, loss: 0.4980 +2024-07-17 06:30:54,689 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:42:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 0.4819, loss: 0.4819 +2024-07-17 06:31:18,046 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:41:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.4999, loss: 0.4999 +2024-07-17 06:31:41,405 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:41:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.5563, loss: 0.5563 +2024-07-17 06:32:04,724 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:41:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 0.4983, loss: 0.4983 +2024-07-17 06:32:28,047 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:40:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9800, loss_cls: 0.5917, loss: 0.5917 +2024-07-17 06:32:51,375 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:40:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.5873, loss: 0.5873 +2024-07-17 06:33:14,739 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:39:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 0.5381, loss: 0.5381 +2024-07-17 06:33:38,046 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:39:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.5551, loss: 0.5551 +2024-07-17 06:33:39,809 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-07-17 06:34:57,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:34:57,229 - pyskl - INFO - +top1_acc 0.8550 +top5_acc 0.9807 +2024-07-17 06:34:57,231 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8550, top5_acc: 0.9807 +2024-07-17 06:35:38,403 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:39:15, time: 0.412, data_time: 0.175, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.5022, loss: 0.5022 +2024-07-17 06:36:01,728 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:38:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 0.4378, loss: 0.4378 +2024-07-17 06:36:25,114 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:38:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 0.4933, loss: 0.4933 +2024-07-17 06:36:48,472 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:38:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 0.5099, loss: 0.5099 +2024-07-17 06:37:11,860 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:37:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.4436, loss: 0.4436 +2024-07-17 06:37:35,370 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:37:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 0.5045, loss: 0.5045 +2024-07-17 06:37:58,679 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:36:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.4719, loss: 0.4719 +2024-07-17 06:38:21,998 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:36:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.5080, loss: 0.5080 +2024-07-17 06:38:45,487 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:36:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.5569, loss: 0.5569 +2024-07-17 06:39:08,889 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:35:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 0.4816, loss: 0.4816 +2024-07-17 06:39:32,241 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:35:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.4799, loss: 0.4799 +2024-07-17 06:39:55,606 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:34:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 0.4879, loss: 0.4879 +2024-07-17 06:40:18,954 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:34:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5431, loss: 0.5431 +2024-07-17 06:40:42,217 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:33:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.5413, loss: 0.5413 +2024-07-17 06:41:05,530 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:33:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4877, loss: 0.4877 +2024-07-17 06:41:28,784 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:33:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.4974, loss: 0.4974 +2024-07-17 06:41:52,134 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:32:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 0.5120, loss: 0.5120 +2024-07-17 06:42:15,413 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:32:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 0.5649, loss: 0.5649 +2024-07-17 06:42:38,715 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:31:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.5191, loss: 0.5191 +2024-07-17 06:43:02,056 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:31:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 0.5323, loss: 0.5323 +2024-07-17 06:43:25,462 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:31:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 0.4972, loss: 0.4972 +2024-07-17 06:43:48,828 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:30:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 0.5151, loss: 0.5151 +2024-07-17 06:44:12,172 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:30:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 0.5638, loss: 0.5638 +2024-07-17 06:44:35,544 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:29:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.5124, loss: 0.5124 +2024-07-17 06:44:58,864 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:29:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 0.4942, loss: 0.4942 +2024-07-17 06:45:00,684 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-07-17 06:46:18,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:46:18,079 - pyskl - INFO - +top1_acc 0.8403 +top5_acc 0.9766 +2024-07-17 06:46:18,081 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8403, top5_acc: 0.9766 +2024-07-17 06:46:59,644 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:29:17, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4586, loss: 0.4586 +2024-07-17 06:47:23,010 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:28:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.4498, loss: 0.4498 +2024-07-17 06:47:46,360 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:28:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4591, loss: 0.4591 +2024-07-17 06:48:09,707 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:28:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.4171, loss: 0.4171 +2024-07-17 06:48:33,079 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:27:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4325, loss: 0.4325 +2024-07-17 06:48:56,514 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:27:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 0.5056, loss: 0.5056 +2024-07-17 06:49:19,899 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:26:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 0.4667, loss: 0.4667 +2024-07-17 06:49:43,260 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:26:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 0.4499, loss: 0.4499 +2024-07-17 06:50:06,697 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:26:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.5679, loss: 0.5679 +2024-07-17 06:50:30,124 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:25:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 0.4828, loss: 0.4828 +2024-07-17 06:50:53,474 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:25:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.4792, loss: 0.4792 +2024-07-17 06:51:16,874 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:24:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.4946, loss: 0.4946 +2024-07-17 06:51:40,240 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:24:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9844, loss_cls: 0.5283, loss: 0.5283 +2024-07-17 06:52:03,623 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:24:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 0.4895, loss: 0.4895 +2024-07-17 06:52:26,925 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:23:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9856, loss_cls: 0.5011, loss: 0.5011 +2024-07-17 06:52:50,307 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:23:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.4950, loss: 0.4950 +2024-07-17 06:53:13,640 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:22:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5259, loss: 0.5259 +2024-07-17 06:53:37,127 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:22:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.5035, loss: 0.5035 +2024-07-17 06:54:00,511 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:21:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9800, loss_cls: 0.5452, loss: 0.5452 +2024-07-17 06:54:23,930 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:21:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 0.5511, loss: 0.5511 +2024-07-17 06:54:47,361 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:21:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.5268, loss: 0.5268 +2024-07-17 06:55:10,736 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:20:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.5312, loss: 0.5312 +2024-07-17 06:55:34,058 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:20:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.6079, loss: 0.6079 +2024-07-17 06:55:57,447 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:19:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.5036, loss: 0.5036 +2024-07-17 06:56:20,774 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:19:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 0.5396, loss: 0.5396 +2024-07-17 06:56:22,577 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-07-17 06:57:39,643 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:57:39,709 - pyskl - INFO - +top1_acc 0.8491 +top5_acc 0.9765 +2024-07-17 06:57:39,712 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8491, top5_acc: 0.9765 +2024-07-17 06:58:20,955 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:19:19, time: 0.412, data_time: 0.175, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.4177, loss: 0.4177 +2024-07-17 06:58:44,277 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:18:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 0.4456, loss: 0.4456 +2024-07-17 06:59:07,531 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:18:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.4459, loss: 0.4459 +2024-07-17 06:59:30,794 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:18:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.4672, loss: 0.4672 +2024-07-17 06:59:54,124 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:17:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 0.5018, loss: 0.5018 +2024-07-17 07:00:17,497 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:17:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.4456, loss: 0.4456 +2024-07-17 07:00:40,919 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:16:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4754, loss: 0.4754 +2024-07-17 07:01:04,317 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 10:16:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.4421, loss: 0.4421 +2024-07-17 07:01:27,664 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 10:16:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4447, loss: 0.4447 +2024-07-17 07:01:51,043 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 10:15:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.4400, loss: 0.4400 +2024-07-17 07:02:14,393 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 10:15:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4420, loss: 0.4420 +2024-07-17 07:02:37,724 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 10:14:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.4760, loss: 0.4760 +2024-07-17 07:03:01,044 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 10:14:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.5203, loss: 0.5203 +2024-07-17 07:03:24,377 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 10:14:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.5223, loss: 0.5223 +2024-07-17 07:03:47,732 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 10:13:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.4859, loss: 0.4859 +2024-07-17 07:04:11,058 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 10:13:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4773, loss: 0.4773 +2024-07-17 07:04:34,366 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 10:12:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.4921, loss: 0.4921 +2024-07-17 07:04:57,710 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 10:12:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.5037, loss: 0.5037 +2024-07-17 07:05:21,211 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 10:12:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9856, loss_cls: 0.5121, loss: 0.5121 +2024-07-17 07:05:44,559 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 10:11:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.5138, loss: 0.5138 +2024-07-17 07:06:07,921 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 10:11:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 0.5139, loss: 0.5139 +2024-07-17 07:06:31,243 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 10:10:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 0.5397, loss: 0.5397 +2024-07-17 07:06:54,586 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 10:10:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.4838, loss: 0.4838 +2024-07-17 07:07:17,999 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 10:09:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 0.4800, loss: 0.4800 +2024-07-17 07:07:41,397 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 10:09:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.4876, loss: 0.4876 +2024-07-17 07:07:43,209 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-07-17 07:09:00,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:09:00,398 - pyskl - INFO - +top1_acc 0.8684 +top5_acc 0.9804 +2024-07-17 07:09:00,402 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_72.pth was removed +2024-07-17 07:09:00,534 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2024-07-17 07:09:00,535 - pyskl - INFO - Best top1_acc is 0.8684 at 89 epoch. +2024-07-17 07:09:00,537 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8684, top5_acc: 0.9804 +2024-07-17 07:09:41,832 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 10:09:21, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.4277, loss: 0.4277 +2024-07-17 07:10:05,228 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 10:08:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 0.4166, loss: 0.4166 +2024-07-17 07:10:28,579 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 10:08:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4323, loss: 0.4323 +2024-07-17 07:10:51,936 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 10:08:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.4381, loss: 0.4381 +2024-07-17 07:11:15,324 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 10:07:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9875, loss_cls: 0.4146, loss: 0.4146 +2024-07-17 07:11:38,685 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 10:07:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.4349, loss: 0.4349 +2024-07-17 07:12:02,073 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 10:06:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.4901, loss: 0.4901 +2024-07-17 07:12:25,436 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 10:06:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 0.4764, loss: 0.4764 +2024-07-17 07:12:48,750 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 10:06:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 0.4783, loss: 0.4783 +2024-07-17 07:13:12,041 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 10:05:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4714, loss: 0.4714 +2024-07-17 07:13:35,440 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 10:05:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.4746, loss: 0.4746 +2024-07-17 07:13:58,783 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 10:04:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4459, loss: 0.4459 +2024-07-17 07:14:22,141 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 10:04:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 0.4229, loss: 0.4229 +2024-07-17 07:14:45,476 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 10:04:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.4921, loss: 0.4921 +2024-07-17 07:15:08,807 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 10:03:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4703, loss: 0.4703 +2024-07-17 07:15:32,139 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 10:03:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.4781, loss: 0.4781 +2024-07-17 07:15:55,452 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 10:02:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4470, loss: 0.4470 +2024-07-17 07:16:18,776 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 10:02:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9856, loss_cls: 0.4917, loss: 0.4917 +2024-07-17 07:16:42,117 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 10:02:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.4744, loss: 0.4744 +2024-07-17 07:17:05,425 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 10:01:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 0.4746, loss: 0.4746 +2024-07-17 07:17:28,719 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 10:01:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4879, loss: 0.4879 +2024-07-17 07:17:52,005 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 10:00:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.4927, loss: 0.4927 +2024-07-17 07:18:15,414 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 10:00:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.4981, loss: 0.4981 +2024-07-17 07:18:39,003 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 10:00:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.4775, loss: 0.4775 +2024-07-17 07:19:02,454 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 9:59:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9856, loss_cls: 0.4862, loss: 0.4862 +2024-07-17 07:19:04,247 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-07-17 07:20:21,466 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:20:21,532 - pyskl - INFO - +top1_acc 0.8589 +top5_acc 0.9796 +2024-07-17 07:20:21,535 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8589, top5_acc: 0.9796 +2024-07-17 07:21:03,043 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 9:59:23, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 0.4735, loss: 0.4735 +2024-07-17 07:21:26,455 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 9:58:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3964, loss: 0.3964 +2024-07-17 07:21:49,820 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 9:58:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4262, loss: 0.4262 +2024-07-17 07:22:13,174 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 9:58:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9869, loss_cls: 0.4078, loss: 0.4078 +2024-07-17 07:22:36,496 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 9:57:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.4273, loss: 0.4273 +2024-07-17 07:22:59,805 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 9:57:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.4762, loss: 0.4762 +2024-07-17 07:23:23,065 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 9:56:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 0.4105, loss: 0.4105 +2024-07-17 07:23:46,369 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 9:56:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3941, loss: 0.3941 +2024-07-17 07:24:09,723 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:56:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4857, loss: 0.4857 +2024-07-17 07:24:33,065 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:55:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.4547, loss: 0.4547 +2024-07-17 07:24:56,395 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:55:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4737, loss: 0.4737 +2024-07-17 07:25:19,758 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:54:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.4454, loss: 0.4454 +2024-07-17 07:25:43,230 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:54:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 0.4805, loss: 0.4805 +2024-07-17 07:26:06,643 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:54:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 0.4772, loss: 0.4772 +2024-07-17 07:26:29,920 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:53:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9888, loss_cls: 0.4207, loss: 0.4207 +2024-07-17 07:26:53,201 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:53:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 0.5021, loss: 0.5021 +2024-07-17 07:27:16,512 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:52:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.4785, loss: 0.4785 +2024-07-17 07:27:39,782 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:52:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9956, loss_cls: 0.4741, loss: 0.4741 +2024-07-17 07:28:03,162 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:52:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.5076, loss: 0.5076 +2024-07-17 07:28:26,574 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:51:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 0.4931, loss: 0.4931 +2024-07-17 07:28:50,057 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:51:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5155, loss: 0.5155 +2024-07-17 07:29:13,388 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:50:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4817, loss: 0.4817 +2024-07-17 07:29:36,698 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:50:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 0.5341, loss: 0.5341 +2024-07-17 07:30:00,184 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:50:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.4392, loss: 0.4392 +2024-07-17 07:30:23,612 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:49:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9944, loss_cls: 0.5409, loss: 0.5409 +2024-07-17 07:30:25,366 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-07-17 07:31:42,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:31:42,513 - pyskl - INFO - +top1_acc 0.8516 +top5_acc 0.9782 +2024-07-17 07:31:42,515 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8516, top5_acc: 0.9782 +2024-07-17 07:32:23,999 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:49:24, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 0.3914, loss: 0.3914 +2024-07-17 07:32:47,310 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:49:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.4282, loss: 0.4282 +2024-07-17 07:33:10,674 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:48:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4270, loss: 0.4270 +2024-07-17 07:33:34,005 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:48:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9856, loss_cls: 0.4550, loss: 0.4550 +2024-07-17 07:33:57,525 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:47:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4650, loss: 0.4650 +2024-07-17 07:34:20,860 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:47:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 0.4126, loss: 0.4126 +2024-07-17 07:34:44,184 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:46:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.4541, loss: 0.4541 +2024-07-17 07:35:07,537 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:46:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9869, loss_cls: 0.4615, loss: 0.4615 +2024-07-17 07:35:30,809 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:46:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 0.4219, loss: 0.4219 +2024-07-17 07:35:54,064 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:45:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 0.4603, loss: 0.4603 +2024-07-17 07:36:17,439 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:45:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4546, loss: 0.4546 +2024-07-17 07:36:40,830 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:44:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.4780, loss: 0.4780 +2024-07-17 07:37:04,114 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:44:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 0.4627, loss: 0.4627 +2024-07-17 07:37:27,415 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:44:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.4761, loss: 0.4761 +2024-07-17 07:37:50,697 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:43:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.4709, loss: 0.4709 +2024-07-17 07:38:13,981 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:43:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4524, loss: 0.4524 +2024-07-17 07:38:37,287 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:42:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.4833, loss: 0.4833 +2024-07-17 07:39:00,583 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:42:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.4757, loss: 0.4757 +2024-07-17 07:39:23,889 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:42:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.4501, loss: 0.4501 +2024-07-17 07:39:47,221 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:41:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9869, loss_cls: 0.4270, loss: 0.4270 +2024-07-17 07:40:10,600 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:41:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.4544, loss: 0.4544 +2024-07-17 07:40:33,944 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:40:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 0.4265, loss: 0.4265 +2024-07-17 07:40:57,296 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:40:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.4760, loss: 0.4760 +2024-07-17 07:41:20,770 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:40:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.4791, loss: 0.4791 +2024-07-17 07:41:44,172 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:39:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.4688, loss: 0.4688 +2024-07-17 07:41:45,963 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-07-17 07:43:03,324 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:43:03,391 - pyskl - INFO - +top1_acc 0.8686 +top5_acc 0.9810 +2024-07-17 07:43:03,394 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_89.pth was removed +2024-07-17 07:43:03,528 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2024-07-17 07:43:03,528 - pyskl - INFO - Best top1_acc is 0.8686 at 92 epoch. +2024-07-17 07:43:03,530 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8686, top5_acc: 0.9810 +2024-07-17 07:43:45,561 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:39:26, time: 0.420, data_time: 0.182, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3822, loss: 0.3822 +2024-07-17 07:44:08,929 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:39:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.3963, loss: 0.3963 +2024-07-17 07:44:32,332 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:38:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.4654, loss: 0.4654 +2024-07-17 07:44:55,737 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:38:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.3675, loss: 0.3675 +2024-07-17 07:45:19,086 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:37:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.3656, loss: 0.3656 +2024-07-17 07:45:42,442 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:37:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4437, loss: 0.4437 +2024-07-17 07:46:05,841 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:37:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.4632, loss: 0.4632 +2024-07-17 07:46:29,203 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:36:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.4560, loss: 0.4560 +2024-07-17 07:46:52,593 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:36:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.4242, loss: 0.4242 +2024-07-17 07:47:15,932 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:35:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.4322, loss: 0.4322 +2024-07-17 07:47:39,255 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:35:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.4546, loss: 0.4546 +2024-07-17 07:48:02,535 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:34:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4390, loss: 0.4390 +2024-07-17 07:48:25,995 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:34:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.4645, loss: 0.4645 +2024-07-17 07:48:49,413 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:34:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4446, loss: 0.4446 +2024-07-17 07:49:12,778 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:33:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 0.4392, loss: 0.4392 +2024-07-17 07:49:36,123 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:33:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.3973, loss: 0.3973 +2024-07-17 07:49:59,454 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:32:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.5172, loss: 0.5172 +2024-07-17 07:50:22,792 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:32:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.4427, loss: 0.4427 +2024-07-17 07:50:46,114 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:32:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.4605, loss: 0.4605 +2024-07-17 07:51:09,438 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:31:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.4993, loss: 0.4993 +2024-07-17 07:51:32,806 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:31:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.4551, loss: 0.4551 +2024-07-17 07:51:56,219 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:30:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.4103, loss: 0.4103 +2024-07-17 07:52:19,486 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:30:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 0.5097, loss: 0.5097 +2024-07-17 07:52:42,882 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:30:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.4186, loss: 0.4186 +2024-07-17 07:53:06,210 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:29:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.5149, loss: 0.5149 +2024-07-17 07:53:08,082 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-07-17 07:54:25,298 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:54:25,364 - pyskl - INFO - +top1_acc 0.8592 +top5_acc 0.9797 +2024-07-17 07:54:25,367 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8592, top5_acc: 0.9797 +2024-07-17 07:55:07,054 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:29:28, time: 0.417, data_time: 0.179, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3670, loss: 0.3670 +2024-07-17 07:55:30,429 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:29:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.3679, loss: 0.3679 +2024-07-17 07:55:53,790 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:28:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.3836, loss: 0.3836 +2024-07-17 07:56:17,153 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:28:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 0.3839, loss: 0.3839 +2024-07-17 07:56:40,512 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:27:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.4112, loss: 0.4112 +2024-07-17 07:57:03,873 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:27:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4495, loss: 0.4495 +2024-07-17 07:57:27,199 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:27:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.4241, loss: 0.4241 +2024-07-17 07:57:50,517 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:26:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 0.4486, loss: 0.4486 +2024-07-17 07:58:13,826 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:26:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4159, loss: 0.4159 +2024-07-17 07:58:37,186 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:25:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 0.4248, loss: 0.4248 +2024-07-17 07:59:00,540 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:25:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.4057, loss: 0.4057 +2024-07-17 07:59:23,892 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:25:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4520, loss: 0.4520 +2024-07-17 07:59:47,210 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:24:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 0.4782, loss: 0.4782 +2024-07-17 08:00:10,579 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:24:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4121, loss: 0.4121 +2024-07-17 08:00:33,927 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:23:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.4863, loss: 0.4863 +2024-07-17 08:00:57,267 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:23:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.5336, loss: 0.5336 +2024-07-17 08:01:20,603 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:22:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.4937, loss: 0.4937 +2024-07-17 08:01:43,906 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:22:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.4257, loss: 0.4257 +2024-07-17 08:02:07,268 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:22:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4970, loss: 0.4970 +2024-07-17 08:02:30,609 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:21:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.4231, loss: 0.4231 +2024-07-17 08:02:53,951 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:21:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.4496, loss: 0.4496 +2024-07-17 08:03:17,321 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:20:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4471, loss: 0.4471 +2024-07-17 08:03:40,819 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:20:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.4721, loss: 0.4721 +2024-07-17 08:04:04,358 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:20:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 0.4690, loss: 0.4690 +2024-07-17 08:04:27,797 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:19:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 0.4636, loss: 0.4636 +2024-07-17 08:04:29,604 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-07-17 08:05:47,219 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:05:47,286 - pyskl - INFO - +top1_acc 0.8709 +top5_acc 0.9817 +2024-07-17 08:05:47,290 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_92.pth was removed +2024-07-17 08:05:47,421 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2024-07-17 08:05:47,421 - pyskl - INFO - Best top1_acc is 0.8709 at 94 epoch. +2024-07-17 08:05:47,423 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8709, top5_acc: 0.9817 +2024-07-17 08:06:28,992 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:19:29, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 0.3503, loss: 0.3503 +2024-07-17 08:06:52,297 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:19:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.3720, loss: 0.3720 +2024-07-17 08:07:15,598 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:18:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.3995, loss: 0.3995 +2024-07-17 08:07:38,909 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:18:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 0.3856, loss: 0.3856 +2024-07-17 08:08:02,205 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:17:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.4195, loss: 0.4195 +2024-07-17 08:08:25,514 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:17:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 0.4585, loss: 0.4585 +2024-07-17 08:08:48,792 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:17:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 0.4197, loss: 0.4197 +2024-07-17 08:09:12,054 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:16:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.3969, loss: 0.3969 +2024-07-17 08:09:35,328 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:16:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.4216, loss: 0.4216 +2024-07-17 08:09:58,613 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:15:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.4141, loss: 0.4141 +2024-07-17 08:10:21,919 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:15:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 0.4011, loss: 0.4011 +2024-07-17 08:10:45,204 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 9:15:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4379, loss: 0.4379 +2024-07-17 08:11:08,500 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 9:14:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.4468, loss: 0.4468 +2024-07-17 08:11:31,850 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 9:14:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 0.4703, loss: 0.4703 +2024-07-17 08:11:55,287 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 9:13:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.4656, loss: 0.4656 +2024-07-17 08:12:18,573 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 9:13:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.4123, loss: 0.4123 +2024-07-17 08:12:41,865 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 9:13:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 0.3850, loss: 0.3850 +2024-07-17 08:13:05,153 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 9:12:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4501, loss: 0.4501 +2024-07-17 08:13:28,419 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 9:12:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4524, loss: 0.4524 +2024-07-17 08:13:51,736 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 9:11:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4373, loss: 0.4373 +2024-07-17 08:14:15,079 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 9:11:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.4262, loss: 0.4262 +2024-07-17 08:14:38,394 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 9:10:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.3970, loss: 0.3970 +2024-07-17 08:15:01,718 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 9:10:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 0.4562, loss: 0.4562 +2024-07-17 08:15:25,456 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 9:10:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4532, loss: 0.4532 +2024-07-17 08:15:48,867 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 9:09:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 0.4517, loss: 0.4517 +2024-07-17 08:15:50,719 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-07-17 08:17:08,129 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:17:08,196 - pyskl - INFO - +top1_acc 0.8655 +top5_acc 0.9796 +2024-07-17 08:17:08,199 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8655, top5_acc: 0.9796 +2024-07-17 08:17:50,035 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 9:09:30, time: 0.418, data_time: 0.182, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3745, loss: 0.3745 +2024-07-17 08:18:13,288 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 9:09:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 0.4198, loss: 0.4198 +2024-07-17 08:18:36,701 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 9:08:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.4118, loss: 0.4118 +2024-07-17 08:19:00,106 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 9:08:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.4406, loss: 0.4406 +2024-07-17 08:19:23,501 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 9:07:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.4052, loss: 0.4052 +2024-07-17 08:19:46,877 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 9:07:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.4542, loss: 0.4542 +2024-07-17 08:20:10,229 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 9:07:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.4086, loss: 0.4086 +2024-07-17 08:20:33,585 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 9:06:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3513, loss: 0.3513 +2024-07-17 08:20:56,919 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 9:06:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.3653, loss: 0.3653 +2024-07-17 08:21:20,272 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 9:05:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.3935, loss: 0.3935 +2024-07-17 08:21:43,662 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 9:05:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4175, loss: 0.4175 +2024-07-17 08:22:06,960 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 9:05:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.4176, loss: 0.4176 +2024-07-17 08:22:30,292 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 9:04:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.4162, loss: 0.4162 +2024-07-17 08:22:53,632 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 9:04:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.4120, loss: 0.4120 +2024-07-17 08:23:16,934 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 9:03:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9969, loss_cls: 0.4028, loss: 0.4028 +2024-07-17 08:23:40,167 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 9:03:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4074, loss: 0.4074 +2024-07-17 08:24:03,404 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 9:03:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 0.5132, loss: 0.5132 +2024-07-17 08:24:26,662 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 9:02:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 0.4495, loss: 0.4495 +2024-07-17 08:24:49,943 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 9:02:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.3735, loss: 0.3735 +2024-07-17 08:25:13,278 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 9:01:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 0.4137, loss: 0.4137 +2024-07-17 08:25:36,622 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 9:01:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.4128, loss: 0.4128 +2024-07-17 08:25:59,973 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 9:01:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 0.4639, loss: 0.4639 +2024-07-17 08:26:23,358 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 9:00:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.4284, loss: 0.4284 +2024-07-17 08:26:46,863 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 9:00:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.4729, loss: 0.4729 +2024-07-17 08:27:10,548 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 8:59:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.4456, loss: 0.4456 +2024-07-17 08:27:12,360 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-07-17 08:28:29,382 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:28:29,450 - pyskl - INFO - +top1_acc 0.8710 +top5_acc 0.9818 +2024-07-17 08:28:29,454 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_94.pth was removed +2024-07-17 08:28:29,586 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2024-07-17 08:28:29,586 - pyskl - INFO - Best top1_acc is 0.8710 at 96 epoch. +2024-07-17 08:28:29,588 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8710, top5_acc: 0.9818 +2024-07-17 08:29:11,325 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 8:59:32, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4035, loss: 0.4035 +2024-07-17 08:29:34,621 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 8:59:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9981, loss_cls: 0.3936, loss: 0.3936 +2024-07-17 08:29:57,927 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 8:58:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 0.3917, loss: 0.3917 +2024-07-17 08:30:21,215 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 8:58:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.3723, loss: 0.3723 +2024-07-17 08:30:44,549 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 8:57:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 0.4653, loss: 0.4653 +2024-07-17 08:31:07,883 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 8:57:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.4083, loss: 0.4083 +2024-07-17 08:31:31,238 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 8:57:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.4520, loss: 0.4520 +2024-07-17 08:31:54,517 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 8:56:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 0.3837, loss: 0.3837 +2024-07-17 08:32:17,792 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 8:56:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 0.4107, loss: 0.4107 +2024-07-17 08:32:41,072 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 8:55:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 0.4100, loss: 0.4100 +2024-07-17 08:33:04,376 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 8:55:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3734, loss: 0.3734 +2024-07-17 08:33:27,689 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:55:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.3628, loss: 0.3628 +2024-07-17 08:33:50,985 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:54:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 0.4129, loss: 0.4129 +2024-07-17 08:34:14,347 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:54:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3973, loss: 0.3973 +2024-07-17 08:34:37,685 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:53:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3781, loss: 0.3781 +2024-07-17 08:35:01,050 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:53:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.4090, loss: 0.4090 +2024-07-17 08:35:24,362 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:53:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 0.4140, loss: 0.4140 +2024-07-17 08:35:47,731 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:52:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9875, loss_cls: 0.4663, loss: 0.4663 +2024-07-17 08:36:11,102 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:52:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4162, loss: 0.4162 +2024-07-17 08:36:34,437 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:51:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9888, loss_cls: 0.3998, loss: 0.3998 +2024-07-17 08:36:57,717 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:51:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.5150, loss: 0.5150 +2024-07-17 08:37:21,049 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:51:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4042, loss: 0.4042 +2024-07-17 08:37:44,390 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:50:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.4382, loss: 0.4382 +2024-07-17 08:38:07,808 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:50:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9862, loss_cls: 0.4124, loss: 0.4124 +2024-07-17 08:38:31,269 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:49:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.4290, loss: 0.4290 +2024-07-17 08:38:33,091 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-07-17 08:39:50,313 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:39:50,379 - pyskl - INFO - +top1_acc 0.8652 +top5_acc 0.9785 +2024-07-17 08:39:50,381 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8652, top5_acc: 0.9785 +2024-07-17 08:40:31,900 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:49:33, time: 0.415, data_time: 0.179, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.4107, loss: 0.4107 +2024-07-17 08:40:55,172 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:49:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3491, loss: 0.3491 +2024-07-17 08:41:18,509 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:48:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9906, loss_cls: 0.3463, loss: 0.3463 +2024-07-17 08:41:41,811 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:48:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.3633, loss: 0.3633 +2024-07-17 08:42:05,134 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:47:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 0.4108, loss: 0.4108 +2024-07-17 08:42:28,468 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:47:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3892, loss: 0.3892 +2024-07-17 08:42:51,842 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:47:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 0.3987, loss: 0.3987 +2024-07-17 08:43:15,196 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:46:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3596, loss: 0.3596 +2024-07-17 08:43:38,547 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:46:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.4148, loss: 0.4148 +2024-07-17 08:44:01,923 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:45:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9906, loss_cls: 0.3704, loss: 0.3704 +2024-07-17 08:44:25,305 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:45:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.4454, loss: 0.4454 +2024-07-17 08:44:48,672 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:45:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.4397, loss: 0.4397 +2024-07-17 08:45:12,074 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:44:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 0.4276, loss: 0.4276 +2024-07-17 08:45:35,424 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:44:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3692, loss: 0.3692 +2024-07-17 08:45:58,757 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:43:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.3692, loss: 0.3692 +2024-07-17 08:46:22,125 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:43:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 0.4613, loss: 0.4613 +2024-07-17 08:46:45,493 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:43:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.4144, loss: 0.4144 +2024-07-17 08:47:08,933 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:42:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.3882, loss: 0.3882 +2024-07-17 08:47:32,317 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:42:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.4096, loss: 0.4096 +2024-07-17 08:47:55,657 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:41:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 0.4072, loss: 0.4072 +2024-07-17 08:48:18,995 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:41:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.4004, loss: 0.4004 +2024-07-17 08:48:42,338 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:41:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.4516, loss: 0.4516 +2024-07-17 08:49:05,682 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:40:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 0.4672, loss: 0.4672 +2024-07-17 08:49:29,104 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:40:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.4426, loss: 0.4426 +2024-07-17 08:49:52,498 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:39:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.4217, loss: 0.4217 +2024-07-17 08:49:54,301 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-07-17 08:51:11,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:51:11,912 - pyskl - INFO - +top1_acc 0.8667 +top5_acc 0.9813 +2024-07-17 08:51:11,914 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8667, top5_acc: 0.9813 +2024-07-17 08:51:53,448 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:39:34, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9906, loss_cls: 0.3517, loss: 0.3517 +2024-07-17 08:52:16,780 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:39:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3634, loss: 0.3634 +2024-07-17 08:52:40,171 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:38:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.3429, loss: 0.3429 +2024-07-17 08:53:03,433 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:38:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.3328, loss: 0.3328 +2024-07-17 08:53:26,754 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:37:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 0.3999, loss: 0.3999 +2024-07-17 08:53:50,085 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:37:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 0.3784, loss: 0.3784 +2024-07-17 08:54:13,370 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:37:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.3764, loss: 0.3764 +2024-07-17 08:54:36,645 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:36:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.4060, loss: 0.4060 +2024-07-17 08:54:59,921 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:36:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.3746, loss: 0.3746 +2024-07-17 08:55:23,221 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:35:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 0.3596, loss: 0.3596 +2024-07-17 08:55:46,556 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:35:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 0.3792, loss: 0.3792 +2024-07-17 08:56:09,900 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:35:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.4287, loss: 0.4287 +2024-07-17 08:56:33,271 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:34:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.4004, loss: 0.4004 +2024-07-17 08:56:56,684 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:34:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 0.4023, loss: 0.4023 +2024-07-17 08:57:20,018 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:33:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.3713, loss: 0.3713 +2024-07-17 08:57:43,362 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:33:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3753, loss: 0.3753 +2024-07-17 08:58:06,817 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:33:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.3453, loss: 0.3453 +2024-07-17 08:58:30,224 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:32:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.3697, loss: 0.3697 +2024-07-17 08:58:53,563 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:32:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3918, loss: 0.3918 +2024-07-17 08:59:16,908 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:31:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.4311, loss: 0.4311 +2024-07-17 08:59:40,242 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:31:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 0.4292, loss: 0.4292 +2024-07-17 09:00:03,658 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:31:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.4314, loss: 0.4314 +2024-07-17 09:00:27,039 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:30:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.3957, loss: 0.3957 +2024-07-17 09:00:50,426 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:30:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.3950, loss: 0.3950 +2024-07-17 09:01:13,825 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:29:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 0.3848, loss: 0.3848 +2024-07-17 09:01:15,615 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-07-17 09:02:32,998 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:02:33,064 - pyskl - INFO - +top1_acc 0.8726 +top5_acc 0.9803 +2024-07-17 09:02:33,068 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_96.pth was removed +2024-07-17 09:02:33,197 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2024-07-17 09:02:33,197 - pyskl - INFO - Best top1_acc is 0.8726 at 99 epoch. +2024-07-17 09:02:33,199 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8726, top5_acc: 0.9803 +2024-07-17 09:03:14,840 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:29:35, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 0.3611, loss: 0.3611 +2024-07-17 09:03:38,219 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:29:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 0.3743, loss: 0.3743 +2024-07-17 09:04:01,541 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:28:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 0.3492, loss: 0.3492 +2024-07-17 09:04:24,853 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:28:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.3582, loss: 0.3582 +2024-07-17 09:04:48,162 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:27:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.3337, loss: 0.3337 +2024-07-17 09:05:11,469 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:27:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 0.3303, loss: 0.3303 +2024-07-17 09:05:34,760 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:27:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 0.3503, loss: 0.3503 +2024-07-17 09:05:58,178 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:26:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.4131, loss: 0.4131 +2024-07-17 09:06:21,472 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:26:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.3689, loss: 0.3689 +2024-07-17 09:06:44,802 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:25:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.3357, loss: 0.3357 +2024-07-17 09:07:08,103 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:25:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3594, loss: 0.3594 +2024-07-17 09:07:31,409 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:25:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3643, loss: 0.3643 +2024-07-17 09:07:54,748 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:24:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.3652, loss: 0.3652 +2024-07-17 09:08:18,073 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:24:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.3770, loss: 0.3770 +2024-07-17 09:08:41,416 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:23:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3463, loss: 0.3463 +2024-07-17 09:09:04,753 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:23:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.3958, loss: 0.3958 +2024-07-17 09:09:28,130 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:23:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 0.3575, loss: 0.3575 +2024-07-17 09:09:51,514 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:22:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.3874, loss: 0.3874 +2024-07-17 09:10:14,809 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:22:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 0.3474, loss: 0.3474 +2024-07-17 09:10:38,378 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:21:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3921, loss: 0.3921 +2024-07-17 09:11:01,635 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:21:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.4044, loss: 0.4044 +2024-07-17 09:11:24,872 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:21:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3798, loss: 0.3798 +2024-07-17 09:11:48,088 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:20:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9894, loss_cls: 0.3437, loss: 0.3437 +2024-07-17 09:12:11,386 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:20:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 0.3658, loss: 0.3658 +2024-07-17 09:12:34,677 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:19:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.3495, loss: 0.3495 +2024-07-17 09:12:36,458 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-07-17 09:13:53,694 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:13:53,761 - pyskl - INFO - +top1_acc 0.8603 +top5_acc 0.9791 +2024-07-17 09:13:53,763 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8603, top5_acc: 0.9791 +2024-07-17 09:14:35,972 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:19:36, time: 0.422, data_time: 0.184, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.3283, loss: 0.3283 +2024-07-17 09:14:59,550 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:19:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 0.3893, loss: 0.3893 +2024-07-17 09:15:22,973 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:18:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.3641, loss: 0.3641 +2024-07-17 09:15:46,344 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:18:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 0.3654, loss: 0.3654 +2024-07-17 09:16:09,701 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:17:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.3772, loss: 0.3772 +2024-07-17 09:16:32,991 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:17:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.3852, loss: 0.3852 +2024-07-17 09:16:56,291 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:17:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3307, loss: 0.3307 +2024-07-17 09:17:19,565 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:16:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.3220, loss: 0.3220 +2024-07-17 09:17:42,835 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:16:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 0.3515, loss: 0.3515 +2024-07-17 09:18:06,119 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:15:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3888, loss: 0.3888 +2024-07-17 09:18:29,406 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:15:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 0.3494, loss: 0.3494 +2024-07-17 09:18:52,695 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:15:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 0.3813, loss: 0.3813 +2024-07-17 09:19:16,001 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:14:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3721, loss: 0.3721 +2024-07-17 09:19:39,348 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:14:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 0.4077, loss: 0.4077 +2024-07-17 09:20:02,739 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 8:13:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 0.3461, loss: 0.3461 +2024-07-17 09:20:26,122 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 8:13:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3797, loss: 0.3797 +2024-07-17 09:20:49,494 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 8:13:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.4301, loss: 0.4301 +2024-07-17 09:21:12,924 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 8:12:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 0.3957, loss: 0.3957 +2024-07-17 09:21:36,291 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 8:12:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.3986, loss: 0.3986 +2024-07-17 09:21:59,677 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 8:11:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.3622, loss: 0.3622 +2024-07-17 09:22:22,969 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 8:11:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4005, loss: 0.4005 +2024-07-17 09:22:46,209 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 8:11:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.3973, loss: 0.3973 +2024-07-17 09:23:09,477 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 8:10:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.4348, loss: 0.4348 +2024-07-17 09:23:32,774 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 8:10:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 0.3634, loss: 0.3634 +2024-07-17 09:23:56,062 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 8:09:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 0.3877, loss: 0.3877 +2024-07-17 09:23:57,830 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-07-17 09:25:15,137 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:25:15,203 - pyskl - INFO - +top1_acc 0.8683 +top5_acc 0.9817 +2024-07-17 09:25:15,205 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8683, top5_acc: 0.9817 +2024-07-17 09:25:56,946 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 8:09:37, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 0.3197, loss: 0.3197 +2024-07-17 09:26:20,367 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 8:09:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.3518, loss: 0.3518 +2024-07-17 09:26:43,778 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 8:08:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3487, loss: 0.3487 +2024-07-17 09:27:07,418 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 8:08:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3713, loss: 0.3713 +2024-07-17 09:27:31,098 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 8:08:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2962, loss: 0.2962 +2024-07-17 09:27:54,413 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 8:07:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 0.3789, loss: 0.3789 +2024-07-17 09:28:17,688 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 8:07:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3730, loss: 0.3730 +2024-07-17 09:28:40,977 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 8:06:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.4100, loss: 0.4100 +2024-07-17 09:29:04,266 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 8:06:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.3478, loss: 0.3478 +2024-07-17 09:29:27,586 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 8:05:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3548, loss: 0.3548 +2024-07-17 09:29:50,896 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 8:05:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3621, loss: 0.3621 +2024-07-17 09:30:14,185 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 8:05:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.3525, loss: 0.3525 +2024-07-17 09:30:37,612 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 8:04:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 0.3517, loss: 0.3517 +2024-07-17 09:31:00,895 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 8:04:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3159, loss: 0.3159 +2024-07-17 09:31:24,175 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 8:03:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 0.3197, loss: 0.3197 +2024-07-17 09:31:47,440 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 8:03:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.3666, loss: 0.3666 +2024-07-17 09:32:10,693 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 8:03:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3701, loss: 0.3701 +2024-07-17 09:32:33,983 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 8:02:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.4190, loss: 0.4190 +2024-07-17 09:32:57,310 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 8:02:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 0.3571, loss: 0.3571 +2024-07-17 09:33:20,629 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 8:01:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3543, loss: 0.3543 +2024-07-17 09:33:43,987 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 8:01:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 0.3407, loss: 0.3407 +2024-07-17 09:34:07,348 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 8:01:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.3636, loss: 0.3636 +2024-07-17 09:34:30,670 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 8:00:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.4098, loss: 0.4098 +2024-07-17 09:34:54,031 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 8:00:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 0.3632, loss: 0.3632 +2024-07-17 09:35:17,353 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 7:59:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.3053, loss: 0.3053 +2024-07-17 09:35:19,149 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-07-17 09:36:36,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:36:36,531 - pyskl - INFO - +top1_acc 0.8761 +top5_acc 0.9826 +2024-07-17 09:36:36,534 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_99.pth was removed +2024-07-17 09:36:36,663 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2024-07-17 09:36:36,663 - pyskl - INFO - Best top1_acc is 0.8761 at 102 epoch. +2024-07-17 09:36:36,665 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8761, top5_acc: 0.9826 +2024-07-17 09:37:18,659 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 7:59:38, time: 0.420, data_time: 0.181, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2820, loss: 0.2820 +2024-07-17 09:37:42,083 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 7:59:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.3272, loss: 0.3272 +2024-07-17 09:38:05,489 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 7:58:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.3178, loss: 0.3178 +2024-07-17 09:38:28,928 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 7:58:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.3243, loss: 0.3243 +2024-07-17 09:38:52,291 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 7:58:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.3687, loss: 0.3687 +2024-07-17 09:39:15,650 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 7:57:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 0.3929, loss: 0.3929 +2024-07-17 09:39:38,974 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 7:57:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.3078, loss: 0.3078 +2024-07-17 09:40:02,286 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 7:56:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.3198, loss: 0.3198 +2024-07-17 09:40:25,648 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 7:56:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.3028, loss: 0.3028 +2024-07-17 09:40:48,966 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 7:56:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.3299, loss: 0.3299 +2024-07-17 09:41:12,260 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 7:55:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.3772, loss: 0.3772 +2024-07-17 09:41:35,541 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 7:55:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 0.3725, loss: 0.3725 +2024-07-17 09:41:58,826 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 7:54:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 0.3338, loss: 0.3338 +2024-07-17 09:42:22,129 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 7:54:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.3411, loss: 0.3411 +2024-07-17 09:42:45,417 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 7:53:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.3083, loss: 0.3083 +2024-07-17 09:43:08,833 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 7:53:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.3487, loss: 0.3487 +2024-07-17 09:43:32,198 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 7:53:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 0.3403, loss: 0.3403 +2024-07-17 09:43:55,552 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 7:52:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.3088, loss: 0.3088 +2024-07-17 09:44:18,973 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 7:52:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9975, loss_cls: 0.3688, loss: 0.3688 +2024-07-17 09:44:42,576 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 7:51:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.3633, loss: 0.3633 +2024-07-17 09:45:05,901 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 7:51:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3309, loss: 0.3309 +2024-07-17 09:45:29,215 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 7:51:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 0.3544, loss: 0.3544 +2024-07-17 09:45:52,586 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 7:50:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3931, loss: 0.3931 +2024-07-17 09:46:16,004 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 7:50:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9894, loss_cls: 0.3979, loss: 0.3979 +2024-07-17 09:46:39,471 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 7:49:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 0.3750, loss: 0.3750 +2024-07-17 09:46:41,292 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-07-17 09:47:58,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:47:58,923 - pyskl - INFO - +top1_acc 0.8707 +top5_acc 0.9816 +2024-07-17 09:47:58,925 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8707, top5_acc: 0.9816 +2024-07-17 09:48:40,514 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 7:49:39, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.3261, loss: 0.3261 +2024-07-17 09:49:03,946 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 7:49:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 0.3355, loss: 0.3355 +2024-07-17 09:49:27,391 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:48:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.2894, loss: 0.2894 +2024-07-17 09:49:50,759 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:48:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.3251, loss: 0.3251 +2024-07-17 09:50:14,124 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:48:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2841, loss: 0.2841 +2024-07-17 09:50:37,406 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:47:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.2920, loss: 0.2920 +2024-07-17 09:51:00,690 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:47:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 0.3117, loss: 0.3117 +2024-07-17 09:51:23,980 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:46:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3444, loss: 0.3444 +2024-07-17 09:51:47,261 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:46:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3080, loss: 0.3080 +2024-07-17 09:52:10,521 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:46:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3446, loss: 0.3446 +2024-07-17 09:52:33,783 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:45:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3266, loss: 0.3266 +2024-07-17 09:52:57,096 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:45:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 0.3709, loss: 0.3709 +2024-07-17 09:53:20,388 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:44:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3367, loss: 0.3367 +2024-07-17 09:53:43,673 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:44:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.3494, loss: 0.3494 +2024-07-17 09:54:06,988 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:44:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.3208, loss: 0.3208 +2024-07-17 09:54:30,324 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:43:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9925, loss_cls: 0.3116, loss: 0.3116 +2024-07-17 09:54:53,856 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:43:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3227, loss: 0.3227 +2024-07-17 09:55:17,260 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:42:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9919, loss_cls: 0.3289, loss: 0.3289 +2024-07-17 09:55:40,678 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:42:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3540, loss: 0.3540 +2024-07-17 09:56:03,990 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:41:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.3502, loss: 0.3502 +2024-07-17 09:56:27,297 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:41:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3474, loss: 0.3474 +2024-07-17 09:56:50,615 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:41:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.3298, loss: 0.3298 +2024-07-17 09:57:13,967 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:40:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.3230, loss: 0.3230 +2024-07-17 09:57:37,343 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:40:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.3489, loss: 0.3489 +2024-07-17 09:58:00,736 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:39:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.3870, loss: 0.3870 +2024-07-17 09:58:02,507 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-07-17 09:59:19,543 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:59:19,611 - pyskl - INFO - +top1_acc 0.8659 +top5_acc 0.9810 +2024-07-17 09:59:19,613 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8659, top5_acc: 0.9810 +2024-07-17 10:00:01,681 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:39:40, time: 0.421, data_time: 0.183, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 0.3046, loss: 0.3046 +2024-07-17 10:00:25,031 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:39:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 0.3157, loss: 0.3157 +2024-07-17 10:00:48,590 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:38:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.2931, loss: 0.2931 +2024-07-17 10:01:11,925 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:38:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3440, loss: 0.3440 +2024-07-17 10:01:35,252 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:38:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9931, loss_cls: 0.2969, loss: 0.2969 +2024-07-17 10:01:58,575 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:37:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2784, loss: 0.2784 +2024-07-17 10:02:22,067 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:37:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.3385, loss: 0.3385 +2024-07-17 10:02:45,490 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:36:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 0.3292, loss: 0.3292 +2024-07-17 10:03:08,896 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:36:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.2882, loss: 0.2882 +2024-07-17 10:03:32,266 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:36:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 0.3431, loss: 0.3431 +2024-07-17 10:03:55,613 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:35:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.3584, loss: 0.3584 +2024-07-17 10:04:18,979 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:35:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 0.3044, loss: 0.3044 +2024-07-17 10:04:42,345 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:34:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 0.2988, loss: 0.2988 +2024-07-17 10:05:05,738 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:34:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 0.3249, loss: 0.3249 +2024-07-17 10:05:29,095 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:34:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.3470, loss: 0.3470 +2024-07-17 10:05:52,443 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:33:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 0.2963, loss: 0.2963 +2024-07-17 10:06:15,831 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:33:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.3239, loss: 0.3239 +2024-07-17 10:06:39,237 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:32:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.3684, loss: 0.3684 +2024-07-17 10:07:02,622 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:32:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.3022, loss: 0.3022 +2024-07-17 10:07:26,010 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:32:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 0.2993, loss: 0.2993 +2024-07-17 10:07:49,408 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:31:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.3012, loss: 0.3012 +2024-07-17 10:08:12,753 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:31:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.3627, loss: 0.3627 +2024-07-17 10:08:36,082 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:30:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3679, loss: 0.3679 +2024-07-17 10:08:59,586 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:30:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2957, loss: 0.2957 +2024-07-17 10:09:22,977 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:29:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.3539, loss: 0.3539 +2024-07-17 10:09:24,758 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-07-17 10:10:42,239 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:10:42,307 - pyskl - INFO - +top1_acc 0.8780 +top5_acc 0.9821 +2024-07-17 10:10:42,310 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_102.pth was removed +2024-07-17 10:10:42,442 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2024-07-17 10:10:42,442 - pyskl - INFO - Best top1_acc is 0.8780 at 105 epoch. +2024-07-17 10:10:42,445 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8780, top5_acc: 0.9821 +2024-07-17 10:11:24,311 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:29:41, time: 0.419, data_time: 0.180, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.2875, loss: 0.2875 +2024-07-17 10:11:47,660 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:29:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2261, loss: 0.2261 +2024-07-17 10:12:11,130 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:28:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.2933, loss: 0.2933 +2024-07-17 10:12:34,496 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:28:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.3055, loss: 0.3055 +2024-07-17 10:12:57,877 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:28:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2785, loss: 0.2785 +2024-07-17 10:13:21,308 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:27:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2434, loss: 0.2434 +2024-07-17 10:13:44,716 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:27:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 0.2838, loss: 0.2838 +2024-07-17 10:14:08,095 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:26:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.2909, loss: 0.2909 +2024-07-17 10:14:31,486 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:26:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3390, loss: 0.3390 +2024-07-17 10:14:54,877 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:26:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3248, loss: 0.3248 +2024-07-17 10:15:18,230 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:25:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.3443, loss: 0.3443 +2024-07-17 10:15:41,550 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:25:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2757, loss: 0.2757 +2024-07-17 10:16:04,905 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:24:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 0.3097, loss: 0.3097 +2024-07-17 10:16:28,276 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:24:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2772, loss: 0.2772 +2024-07-17 10:16:51,624 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:24:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3127, loss: 0.3127 +2024-07-17 10:17:14,994 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:23:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 0.2924, loss: 0.2924 +2024-07-17 10:17:38,334 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:23:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.2728, loss: 0.2728 +2024-07-17 10:18:01,669 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:22:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.3374, loss: 0.3374 +2024-07-17 10:18:25,024 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:22:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 0.3916, loss: 0.3916 +2024-07-17 10:18:48,388 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:22:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.3103, loss: 0.3103 +2024-07-17 10:19:11,779 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:21:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.3553, loss: 0.3553 +2024-07-17 10:19:35,219 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:21:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.3882, loss: 0.3882 +2024-07-17 10:19:58,617 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:20:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3232, loss: 0.3232 +2024-07-17 10:20:22,013 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:20:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.3474, loss: 0.3474 +2024-07-17 10:20:45,359 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:20:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 0.3688, loss: 0.3688 +2024-07-17 10:20:47,108 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-07-17 10:22:04,930 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:22:04,996 - pyskl - INFO - +top1_acc 0.8730 +top5_acc 0.9818 +2024-07-17 10:22:04,998 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8730, top5_acc: 0.9818 +2024-07-17 10:22:47,081 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:19:42, time: 0.421, data_time: 0.183, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2858, loss: 0.2858 +2024-07-17 10:23:10,315 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:19:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.2833, loss: 0.2833 +2024-07-17 10:23:33,599 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:18:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2509, loss: 0.2509 +2024-07-17 10:23:56,925 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:18:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2855, loss: 0.2855 +2024-07-17 10:24:20,257 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:18:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2495, loss: 0.2495 +2024-07-17 10:24:43,581 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:17:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 0.2986, loss: 0.2986 +2024-07-17 10:25:06,958 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:17:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3183, loss: 0.3183 +2024-07-17 10:25:30,299 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:16:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.2925, loss: 0.2925 +2024-07-17 10:25:53,647 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:16:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3095, loss: 0.3095 +2024-07-17 10:26:17,012 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:16:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3424, loss: 0.3424 +2024-07-17 10:26:40,411 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:15:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2887, loss: 0.2887 +2024-07-17 10:27:03,776 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:15:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9912, loss_cls: 0.3115, loss: 0.3115 +2024-07-17 10:27:27,164 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:14:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.3011, loss: 0.3011 +2024-07-17 10:27:50,505 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:14:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.2509, loss: 0.2509 +2024-07-17 10:28:13,875 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:14:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.2986, loss: 0.2986 +2024-07-17 10:28:37,242 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:13:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 0.2838, loss: 0.2838 +2024-07-17 10:29:00,572 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:13:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.3077, loss: 0.3077 +2024-07-17 10:29:23,977 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:12:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3082, loss: 0.3082 +2024-07-17 10:29:47,422 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 7:12:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2921, loss: 0.2921 +2024-07-17 10:30:10,825 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 7:12:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.3415, loss: 0.3415 +2024-07-17 10:30:34,203 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 7:11:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 0.3079, loss: 0.3079 +2024-07-17 10:30:57,667 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 7:11:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 0.3176, loss: 0.3176 +2024-07-17 10:31:21,159 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 7:10:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.3368, loss: 0.3368 +2024-07-17 10:31:44,748 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 7:10:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.3362, loss: 0.3362 +2024-07-17 10:32:08,194 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 7:10:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3156, loss: 0.3156 +2024-07-17 10:32:09,986 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-07-17 10:33:27,638 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:33:27,705 - pyskl - INFO - +top1_acc 0.8775 +top5_acc 0.9808 +2024-07-17 10:33:27,708 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8775, top5_acc: 0.9808 +2024-07-17 10:34:09,600 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 7:09:43, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2752, loss: 0.2752 +2024-07-17 10:34:32,975 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 7:09:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2329, loss: 0.2329 +2024-07-17 10:34:56,310 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 7:08:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 0.2416, loss: 0.2416 +2024-07-17 10:35:19,731 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 7:08:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.3215, loss: 0.3215 +2024-07-17 10:35:43,148 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 7:08:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9950, loss_cls: 0.2539, loss: 0.2539 +2024-07-17 10:36:06,497 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 7:07:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 0.2257, loss: 0.2257 +2024-07-17 10:36:29,852 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 7:07:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.3035, loss: 0.3035 +2024-07-17 10:36:53,220 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 7:06:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.2621, loss: 0.2621 +2024-07-17 10:37:16,595 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 7:06:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.2643, loss: 0.2643 +2024-07-17 10:37:39,880 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 7:06:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2479, loss: 0.2479 +2024-07-17 10:38:03,162 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 7:05:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2546, loss: 0.2546 +2024-07-17 10:38:26,472 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 7:05:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.2865, loss: 0.2865 +2024-07-17 10:38:49,803 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 7:04:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2940, loss: 0.2940 +2024-07-17 10:39:13,143 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 7:04:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.2802, loss: 0.2802 +2024-07-17 10:39:36,500 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 7:04:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.2845, loss: 0.2845 +2024-07-17 10:39:59,844 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 7:03:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3269, loss: 0.3269 +2024-07-17 10:40:23,191 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 7:03:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.2968, loss: 0.2968 +2024-07-17 10:40:46,542 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 7:02:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 0.3101, loss: 0.3101 +2024-07-17 10:41:09,970 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 7:02:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9912, loss_cls: 0.3178, loss: 0.3178 +2024-07-17 10:41:33,361 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 7:02:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3542, loss: 0.3542 +2024-07-17 10:41:56,745 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 7:01:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.3055, loss: 0.3055 +2024-07-17 10:42:20,272 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 7:01:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2562, loss: 0.2562 +2024-07-17 10:42:43,645 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 7:00:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.3046, loss: 0.3046 +2024-07-17 10:43:07,205 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 7:00:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3670, loss: 0.3670 +2024-07-17 10:43:30,663 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 7:00:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2882, loss: 0.2882 +2024-07-17 10:43:32,441 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-07-17 10:44:49,894 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:44:49,961 - pyskl - INFO - +top1_acc 0.8805 +top5_acc 0.9831 +2024-07-17 10:44:49,966 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_105.pth was removed +2024-07-17 10:44:50,100 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2024-07-17 10:44:50,101 - pyskl - INFO - Best top1_acc is 0.8805 at 108 epoch. +2024-07-17 10:44:50,103 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8805, top5_acc: 0.9831 +2024-07-17 10:45:31,830 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 6:59:44, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2451, loss: 0.2451 +2024-07-17 10:45:55,119 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 6:59:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.2251, loss: 0.2251 +2024-07-17 10:46:18,441 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 6:58:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 0.2600, loss: 0.2600 +2024-07-17 10:46:41,818 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 6:58:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2574, loss: 0.2574 +2024-07-17 10:47:05,160 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 6:58:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.2678, loss: 0.2678 +2024-07-17 10:47:28,640 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 6:57:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 0.2478, loss: 0.2478 +2024-07-17 10:47:52,011 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 6:57:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 0.2538, loss: 0.2538 +2024-07-17 10:48:15,408 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 6:56:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 0.2807, loss: 0.2807 +2024-07-17 10:48:38,845 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 6:56:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.2961, loss: 0.2961 +2024-07-17 10:49:02,199 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 6:56:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2902, loss: 0.2902 +2024-07-17 10:49:25,556 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 6:55:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2642, loss: 0.2642 +2024-07-17 10:49:49,000 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 6:55:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 0.2718, loss: 0.2718 +2024-07-17 10:50:12,320 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 6:54:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.3367, loss: 0.3367 +2024-07-17 10:50:35,599 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 6:54:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2772, loss: 0.2772 +2024-07-17 10:50:58,870 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 6:54:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2897, loss: 0.2897 +2024-07-17 10:51:22,237 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 6:53:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.2227, loss: 0.2227 +2024-07-17 10:51:45,524 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 6:53:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2843, loss: 0.2843 +2024-07-17 10:52:08,780 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 6:52:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2712, loss: 0.2712 +2024-07-17 10:52:32,113 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 6:52:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9931, loss_cls: 0.2913, loss: 0.2913 +2024-07-17 10:52:55,492 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 6:52:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2835, loss: 0.2835 +2024-07-17 10:53:18,794 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 6:51:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3445, loss: 0.3445 +2024-07-17 10:53:42,121 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 6:51:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2693, loss: 0.2693 +2024-07-17 10:54:05,472 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 6:50:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.2975, loss: 0.2975 +2024-07-17 10:54:28,976 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:50:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2514, loss: 0.2514 +2024-07-17 10:54:52,491 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:50:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.2873, loss: 0.2873 +2024-07-17 10:54:54,261 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-07-17 10:56:11,747 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:56:11,815 - pyskl - INFO - +top1_acc 0.8823 +top5_acc 0.9827 +2024-07-17 10:56:11,819 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_108.pth was removed +2024-07-17 10:56:11,950 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2024-07-17 10:56:11,950 - pyskl - INFO - Best top1_acc is 0.8823 at 109 epoch. +2024-07-17 10:56:11,952 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8823, top5_acc: 0.9827 +2024-07-17 10:56:53,462 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:49:45, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2546, loss: 0.2546 +2024-07-17 10:57:16,758 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:49:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2696, loss: 0.2696 +2024-07-17 10:57:40,113 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:48:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.2581, loss: 0.2581 +2024-07-17 10:58:03,461 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:48:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 0.2770, loss: 0.2770 +2024-07-17 10:58:26,820 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:48:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2604, loss: 0.2604 +2024-07-17 10:58:50,213 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:47:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 0.2306, loss: 0.2306 +2024-07-17 10:59:13,909 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:47:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 0.2927, loss: 0.2927 +2024-07-17 10:59:37,388 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:46:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 0.2538, loss: 0.2538 +2024-07-17 11:00:00,785 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:46:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2667, loss: 0.2667 +2024-07-17 11:00:24,331 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:46:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2583, loss: 0.2583 +2024-07-17 11:00:47,738 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:45:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2585, loss: 0.2585 +2024-07-17 11:01:11,101 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:45:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2737, loss: 0.2737 +2024-07-17 11:01:34,455 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:44:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2568, loss: 0.2568 +2024-07-17 11:01:57,847 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:44:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2833, loss: 0.2833 +2024-07-17 11:02:21,277 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:44:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 0.2650, loss: 0.2650 +2024-07-17 11:02:44,718 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:43:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9925, loss_cls: 0.3118, loss: 0.3118 +2024-07-17 11:03:08,108 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:43:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.3013, loss: 0.3013 +2024-07-17 11:03:31,503 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:42:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.3198, loss: 0.3198 +2024-07-17 11:03:54,892 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:42:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2384, loss: 0.2384 +2024-07-17 11:04:18,278 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:42:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2396, loss: 0.2396 +2024-07-17 11:04:41,628 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:41:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9931, loss_cls: 0.2385, loss: 0.2385 +2024-07-17 11:05:04,993 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:41:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.2883, loss: 0.2883 +2024-07-17 11:05:28,501 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:40:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 0.2955, loss: 0.2955 +2024-07-17 11:05:51,988 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:40:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2642, loss: 0.2642 +2024-07-17 11:06:15,452 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:40:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2236, loss: 0.2236 +2024-07-17 11:06:17,221 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-07-17 11:07:34,628 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:07:34,699 - pyskl - INFO - +top1_acc 0.8805 +top5_acc 0.9823 +2024-07-17 11:07:34,701 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8805, top5_acc: 0.9823 +2024-07-17 11:08:16,166 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:39:45, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2351, loss: 0.2351 +2024-07-17 11:08:39,480 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:39:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2031, loss: 0.2031 +2024-07-17 11:09:02,848 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:38:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2385, loss: 0.2385 +2024-07-17 11:09:26,232 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:38:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 0.2258, loss: 0.2258 +2024-07-17 11:09:49,598 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:38:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2362, loss: 0.2362 +2024-07-17 11:10:12,983 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:37:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2363, loss: 0.2363 +2024-07-17 11:10:36,340 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:37:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2620, loss: 0.2620 +2024-07-17 11:10:59,953 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:36:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.2331, loss: 0.2331 +2024-07-17 11:11:23,484 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:36:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2486, loss: 0.2486 +2024-07-17 11:11:46,941 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:36:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2695, loss: 0.2695 +2024-07-17 11:12:10,334 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:35:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2879, loss: 0.2879 +2024-07-17 11:12:33,712 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:35:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2654, loss: 0.2654 +2024-07-17 11:12:57,077 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:34:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.2217, loss: 0.2217 +2024-07-17 11:13:20,414 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:34:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.3053, loss: 0.3053 +2024-07-17 11:13:43,771 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:34:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.3022, loss: 0.3022 +2024-07-17 11:14:07,133 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:33:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.2578, loss: 0.2578 +2024-07-17 11:14:30,508 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:33:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.2329, loss: 0.2329 +2024-07-17 11:14:53,851 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:32:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 0.2700, loss: 0.2700 +2024-07-17 11:15:17,268 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:32:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 0.2240, loss: 0.2240 +2024-07-17 11:15:40,670 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:32:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2697, loss: 0.2697 +2024-07-17 11:16:04,083 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:31:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2656, loss: 0.2656 +2024-07-17 11:16:27,514 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:31:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.2469, loss: 0.2469 +2024-07-17 11:16:50,871 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:30:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2917, loss: 0.2917 +2024-07-17 11:17:14,300 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:30:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2483, loss: 0.2483 +2024-07-17 11:17:37,714 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:30:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 0.2407, loss: 0.2407 +2024-07-17 11:17:39,488 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-07-17 11:18:56,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:18:56,737 - pyskl - INFO - +top1_acc 0.8838 +top5_acc 0.9822 +2024-07-17 11:18:56,740 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_109.pth was removed +2024-07-17 11:18:56,871 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2024-07-17 11:18:56,872 - pyskl - INFO - Best top1_acc is 0.8838 at 111 epoch. +2024-07-17 11:18:56,874 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8838, top5_acc: 0.9822 +2024-07-17 11:19:38,489 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:29:46, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.2046, loss: 0.2046 +2024-07-17 11:20:01,835 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:29:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1654, loss: 0.1654 +2024-07-17 11:20:25,261 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:28:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2313, loss: 0.2313 +2024-07-17 11:20:48,749 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:28:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2476, loss: 0.2476 +2024-07-17 11:21:12,182 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:28:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2416, loss: 0.2416 +2024-07-17 11:21:35,605 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:27:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 0.2135, loss: 0.2135 +2024-07-17 11:21:59,046 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:27:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.2363, loss: 0.2363 +2024-07-17 11:22:22,508 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:26:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2208, loss: 0.2208 +2024-07-17 11:22:46,056 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:26:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.2530, loss: 0.2530 +2024-07-17 11:23:09,509 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:26:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2507, loss: 0.2507 +2024-07-17 11:23:32,953 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:25:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 0.1995, loss: 0.1995 +2024-07-17 11:23:56,388 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:25:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2724, loss: 0.2724 +2024-07-17 11:24:19,724 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:24:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2451, loss: 0.2451 +2024-07-17 11:24:43,041 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:24:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2622, loss: 0.2622 +2024-07-17 11:25:06,343 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:24:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9950, loss_cls: 0.2134, loss: 0.2134 +2024-07-17 11:25:29,650 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:23:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2097, loss: 0.2097 +2024-07-17 11:25:53,011 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:23:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.2306, loss: 0.2306 +2024-07-17 11:26:16,372 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:22:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.2826, loss: 0.2826 +2024-07-17 11:26:39,814 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:22:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2446, loss: 0.2446 +2024-07-17 11:27:03,210 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:22:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2636, loss: 0.2636 +2024-07-17 11:27:26,668 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:21:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2196, loss: 0.2196 +2024-07-17 11:27:50,225 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:21:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2604, loss: 0.2604 +2024-07-17 11:28:13,601 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:20:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2447, loss: 0.2447 +2024-07-17 11:28:37,020 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:20:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2647, loss: 0.2647 +2024-07-17 11:29:00,558 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:20:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2640, loss: 0.2640 +2024-07-17 11:29:02,320 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-07-17 11:30:19,938 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:30:20,005 - pyskl - INFO - +top1_acc 0.8752 +top5_acc 0.9813 +2024-07-17 11:30:20,007 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8752, top5_acc: 0.9813 +2024-07-17 11:31:01,540 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:19:47, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.1949, loss: 0.1949 +2024-07-17 11:31:24,813 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:19:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2436, loss: 0.2436 +2024-07-17 11:31:48,137 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:18:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2097, loss: 0.2097 +2024-07-17 11:32:11,512 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:18:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2098, loss: 0.2098 +2024-07-17 11:32:34,922 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:18:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1979, loss: 0.1979 +2024-07-17 11:32:58,358 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:17:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2153, loss: 0.2153 +2024-07-17 11:33:21,710 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:17:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 0.1626, loss: 0.1626 +2024-07-17 11:33:45,081 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:16:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1986, loss: 0.1986 +2024-07-17 11:34:08,485 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:16:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9950, loss_cls: 0.2306, loss: 0.2306 +2024-07-17 11:34:31,880 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:16:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 0.2230, loss: 0.2230 +2024-07-17 11:34:55,231 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:15:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2183, loss: 0.2183 +2024-07-17 11:35:18,598 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:15:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2363, loss: 0.2363 +2024-07-17 11:35:42,052 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:14:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2376, loss: 0.2376 +2024-07-17 11:36:05,461 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:14:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 0.2339, loss: 0.2339 +2024-07-17 11:36:28,872 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:14:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 0.2383, loss: 0.2383 +2024-07-17 11:36:52,246 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:13:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2372, loss: 0.2372 +2024-07-17 11:37:15,606 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:13:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.2337, loss: 0.2337 +2024-07-17 11:37:38,939 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:12:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2468, loss: 0.2468 +2024-07-17 11:38:02,353 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:12:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.2353, loss: 0.2353 +2024-07-17 11:38:25,733 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:12:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.2271, loss: 0.2271 +2024-07-17 11:38:49,101 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:11:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.2633, loss: 0.2633 +2024-07-17 11:39:12,514 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 6:11:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9956, loss_cls: 0.2286, loss: 0.2286 +2024-07-17 11:39:35,945 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 6:10:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.2317, loss: 0.2317 +2024-07-17 11:39:59,351 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 6:10:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2020, loss: 0.2020 +2024-07-17 11:40:22,769 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 6:10:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2498, loss: 0.2498 +2024-07-17 11:40:24,587 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-07-17 11:41:42,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:41:42,435 - pyskl - INFO - +top1_acc 0.8864 +top5_acc 0.9830 +2024-07-17 11:41:42,439 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_111.pth was removed +2024-07-17 11:41:42,570 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2024-07-17 11:41:42,570 - pyskl - INFO - Best top1_acc is 0.8864 at 113 epoch. +2024-07-17 11:41:42,572 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8864, top5_acc: 0.9830 +2024-07-17 11:42:24,120 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 6:09:48, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1580, loss: 0.1580 +2024-07-17 11:42:47,473 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 6:09:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9944, loss_cls: 0.1808, loss: 0.1808 +2024-07-17 11:43:10,837 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 6:08:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9956, loss_cls: 0.1977, loss: 0.1977 +2024-07-17 11:43:34,211 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 6:08:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1889, loss: 0.1889 +2024-07-17 11:43:57,568 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 6:08:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.1932, loss: 0.1932 +2024-07-17 11:44:20,892 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 6:07:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1739, loss: 0.1739 +2024-07-17 11:44:44,211 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 6:07:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1964, loss: 0.1964 +2024-07-17 11:45:07,632 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 6:06:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 0.1974, loss: 0.1974 +2024-07-17 11:45:30,976 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 6:06:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.1834, loss: 0.1834 +2024-07-17 11:45:54,499 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 6:06:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2274, loss: 0.2274 +2024-07-17 11:46:17,924 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 6:05:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2465, loss: 0.2465 +2024-07-17 11:46:41,318 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 6:05:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.2476, loss: 0.2476 +2024-07-17 11:47:04,706 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 6:04:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2534, loss: 0.2534 +2024-07-17 11:47:28,157 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 6:04:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2536, loss: 0.2536 +2024-07-17 11:47:51,529 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 6:04:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2568, loss: 0.2568 +2024-07-17 11:48:14,914 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 6:03:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2006, loss: 0.2006 +2024-07-17 11:48:38,345 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 6:03:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1845, loss: 0.1845 +2024-07-17 11:49:01,724 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 6:02:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1914, loss: 0.1914 +2024-07-17 11:49:25,156 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 6:02:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2395, loss: 0.2395 +2024-07-17 11:49:48,551 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 6:02:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2244, loss: 0.2244 +2024-07-17 11:50:11,974 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 6:01:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2080, loss: 0.2080 +2024-07-17 11:50:35,362 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 6:01:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2249, loss: 0.2249 +2024-07-17 11:50:58,830 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 6:00:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 0.2303, loss: 0.2303 +2024-07-17 11:51:22,306 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 6:00:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.2024, loss: 0.2024 +2024-07-17 11:51:45,720 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 6:00:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2453, loss: 0.2453 +2024-07-17 11:51:47,489 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-07-17 11:53:05,019 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:53:05,086 - pyskl - INFO - +top1_acc 0.8811 +top5_acc 0.9834 +2024-07-17 11:53:05,088 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8811, top5_acc: 0.9834 +2024-07-17 11:53:46,667 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 5:59:48, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.1841, loss: 0.1841 +2024-07-17 11:54:09,960 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 5:59:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1564, loss: 0.1564 +2024-07-17 11:54:33,283 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 5:59:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1500, loss: 0.1500 +2024-07-17 11:54:56,628 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 5:58:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1478, loss: 0.1478 +2024-07-17 11:55:19,976 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 5:58:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1779, loss: 0.1779 +2024-07-17 11:55:43,303 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 5:57:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 0.1764, loss: 0.1764 +2024-07-17 11:56:06,659 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 5:57:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1749, loss: 0.1749 +2024-07-17 11:56:30,024 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 5:56:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.1958, loss: 0.1958 +2024-07-17 11:56:53,422 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 5:56:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2144, loss: 0.2144 +2024-07-17 11:57:16,823 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 5:56:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1767, loss: 0.1767 +2024-07-17 11:57:40,318 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 5:55:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2176, loss: 0.2176 +2024-07-17 11:58:03,695 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 5:55:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 0.2002, loss: 0.2002 +2024-07-17 11:58:27,096 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 5:54:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2134, loss: 0.2134 +2024-07-17 11:58:50,511 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 5:54:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 0.1858, loss: 0.1858 +2024-07-17 11:59:13,915 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 5:54:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1853, loss: 0.1853 +2024-07-17 11:59:37,283 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 5:53:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 0.2068, loss: 0.2068 +2024-07-17 12:00:00,684 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 5:53:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2610, loss: 0.2610 +2024-07-17 12:00:23,997 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 5:52:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2546, loss: 0.2546 +2024-07-17 12:00:47,362 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 5:52:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2225, loss: 0.2225 +2024-07-17 12:01:10,782 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 5:52:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9944, loss_cls: 0.2131, loss: 0.2131 +2024-07-17 12:01:34,212 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:51:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2242, loss: 0.2242 +2024-07-17 12:01:57,735 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:51:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2182, loss: 0.2182 +2024-07-17 12:02:21,168 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:50:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9944, loss_cls: 0.2185, loss: 0.2185 +2024-07-17 12:02:44,526 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:50:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 0.2132, loss: 0.2132 +2024-07-17 12:03:07,856 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:50:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2299, loss: 0.2299 +2024-07-17 12:03:09,633 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-07-17 12:04:27,134 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:04:27,201 - pyskl - INFO - +top1_acc 0.8872 +top5_acc 0.9826 +2024-07-17 12:04:27,205 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_113.pth was removed +2024-07-17 12:04:27,338 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2024-07-17 12:04:27,339 - pyskl - INFO - Best top1_acc is 0.8872 at 115 epoch. +2024-07-17 12:04:27,341 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8872, top5_acc: 0.9826 +2024-07-17 12:05:08,695 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:49:48, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1764, loss: 0.1764 +2024-07-17 12:05:32,045 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:49:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1796, loss: 0.1796 +2024-07-17 12:05:55,376 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:49:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.1905, loss: 0.1905 +2024-07-17 12:06:18,846 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:48:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1612, loss: 0.1612 +2024-07-17 12:06:42,556 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:48:12, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1741, loss: 0.1741 +2024-07-17 12:07:06,030 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:47:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1585, loss: 0.1585 +2024-07-17 12:07:29,375 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:47:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.2093, loss: 0.2093 +2024-07-17 12:07:52,725 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:47:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2083, loss: 0.2083 +2024-07-17 12:08:16,102 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:46:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.2151, loss: 0.2151 +2024-07-17 12:08:39,487 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:46:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1948, loss: 0.1948 +2024-07-17 12:09:02,914 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:45:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 0.1909, loss: 0.1909 +2024-07-17 12:09:26,427 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:45:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1779, loss: 0.1779 +2024-07-17 12:09:49,898 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:44:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1729, loss: 0.1729 +2024-07-17 12:10:13,331 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:44:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.2032, loss: 0.2032 +2024-07-17 12:10:36,786 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:44:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1904, loss: 0.1904 +2024-07-17 12:11:00,188 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:43:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.1908, loss: 0.1908 +2024-07-17 12:11:23,544 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:43:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1960, loss: 0.1960 +2024-07-17 12:11:46,891 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:42:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 0.2125, loss: 0.2125 +2024-07-17 12:12:10,229 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:42:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.2070, loss: 0.2070 +2024-07-17 12:12:33,595 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:42:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9956, loss_cls: 0.1692, loss: 0.1692 +2024-07-17 12:12:57,002 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:41:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.1760, loss: 0.1760 +2024-07-17 12:13:20,452 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:41:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.2182, loss: 0.2182 +2024-07-17 12:13:43,917 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:40:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1879, loss: 0.1879 +2024-07-17 12:14:07,468 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:40:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2153, loss: 0.2153 +2024-07-17 12:14:30,875 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:40:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2341, loss: 0.2341 +2024-07-17 12:14:32,665 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-07-17 12:15:50,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:15:50,202 - pyskl - INFO - +top1_acc 0.8871 +top5_acc 0.9820 +2024-07-17 12:15:50,205 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8871, top5_acc: 0.9820 +2024-07-17 12:16:31,819 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:39:49, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1321, loss: 0.1321 +2024-07-17 12:16:55,151 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:39:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1812, loss: 0.1812 +2024-07-17 12:17:18,487 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:39:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1602, loss: 0.1602 +2024-07-17 12:17:41,836 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:38:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1889, loss: 0.1889 +2024-07-17 12:18:05,196 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:38:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1503, loss: 0.1503 +2024-07-17 12:18:28,591 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:37:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1492, loss: 0.1492 +2024-07-17 12:18:51,970 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:37:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1773, loss: 0.1773 +2024-07-17 12:19:15,326 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:37:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 0.1822, loss: 0.1822 +2024-07-17 12:19:38,611 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:36:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1809, loss: 0.1809 +2024-07-17 12:20:01,931 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:36:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1894, loss: 0.1894 +2024-07-17 12:20:25,246 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:35:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.1799, loss: 0.1799 +2024-07-17 12:20:48,598 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:35:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.1772, loss: 0.1772 +2024-07-17 12:21:12,230 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:35:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1827, loss: 0.1827 +2024-07-17 12:21:35,611 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:34:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1890, loss: 0.1890 +2024-07-17 12:21:58,978 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:34:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 0.1764, loss: 0.1764 +2024-07-17 12:22:22,373 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:33:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1700, loss: 0.1700 +2024-07-17 12:22:45,691 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:33:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2007, loss: 0.2007 +2024-07-17 12:23:09,034 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:32:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1802, loss: 0.1802 +2024-07-17 12:23:32,488 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:32:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1574, loss: 0.1574 +2024-07-17 12:23:55,881 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:32:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1633, loss: 0.1633 +2024-07-17 12:24:19,274 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:31:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2088, loss: 0.2088 +2024-07-17 12:24:42,689 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:31:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.1835, loss: 0.1835 +2024-07-17 12:25:06,246 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:30:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1764, loss: 0.1764 +2024-07-17 12:25:29,683 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:30:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1920, loss: 0.1920 +2024-07-17 12:25:53,062 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:30:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2226, loss: 0.2226 +2024-07-17 12:25:54,845 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-07-17 12:27:12,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:27:12,390 - pyskl - INFO - +top1_acc 0.8823 +top5_acc 0.9815 +2024-07-17 12:27:12,392 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8823, top5_acc: 0.9815 +2024-07-17 12:27:54,003 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:29:49, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1750, loss: 0.1750 +2024-07-17 12:28:17,306 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:29:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1737, loss: 0.1737 +2024-07-17 12:28:40,658 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:29:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1609, loss: 0.1609 +2024-07-17 12:29:04,036 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:28:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1779, loss: 0.1779 +2024-07-17 12:29:27,447 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:28:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1644, loss: 0.1644 +2024-07-17 12:29:50,813 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:27:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1621, loss: 0.1621 +2024-07-17 12:30:14,202 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:27:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1616, loss: 0.1616 +2024-07-17 12:30:37,607 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:27:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1598, loss: 0.1598 +2024-07-17 12:31:00,979 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:26:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1732, loss: 0.1732 +2024-07-17 12:31:24,344 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:26:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.1705, loss: 0.1705 +2024-07-17 12:31:47,689 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:25:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1661, loss: 0.1661 +2024-07-17 12:32:11,075 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:25:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1541, loss: 0.1541 +2024-07-17 12:32:34,477 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:25:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1605, loss: 0.1605 +2024-07-17 12:32:57,853 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:24:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1631, loss: 0.1631 +2024-07-17 12:33:21,261 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:24:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1500, loss: 0.1500 +2024-07-17 12:33:44,684 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:23:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1640, loss: 0.1640 +2024-07-17 12:34:08,075 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:23:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1956, loss: 0.1956 +2024-07-17 12:34:31,446 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:22:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1672, loss: 0.1672 +2024-07-17 12:34:54,857 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:22:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1570, loss: 0.1570 +2024-07-17 12:35:18,225 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:22:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1850, loss: 0.1850 +2024-07-17 12:35:41,621 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:21:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1654, loss: 0.1654 +2024-07-17 12:36:05,021 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:21:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1640, loss: 0.1640 +2024-07-17 12:36:28,436 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:20:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 0.1926, loss: 0.1926 +2024-07-17 12:36:51,838 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:20:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1672, loss: 0.1672 +2024-07-17 12:37:15,206 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:20:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1819, loss: 0.1819 +2024-07-17 12:37:17,033 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-07-17 12:38:34,520 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:38:34,587 - pyskl - INFO - +top1_acc 0.8792 +top5_acc 0.9828 +2024-07-17 12:38:34,590 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8792, top5_acc: 0.9828 +2024-07-17 12:39:16,210 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:19:50, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1914, loss: 0.1914 +2024-07-17 12:39:39,577 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:19:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1540, loss: 0.1540 +2024-07-17 12:40:02,954 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:19:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1594, loss: 0.1594 +2024-07-17 12:40:26,272 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:18:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1442, loss: 0.1442 +2024-07-17 12:40:49,657 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:18:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1290, loss: 0.1290 +2024-07-17 12:41:13,102 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:17:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.1621, loss: 0.1621 +2024-07-17 12:41:36,456 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:17:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1427, loss: 0.1427 +2024-07-17 12:41:59,860 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:17:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1708, loss: 0.1708 +2024-07-17 12:42:23,258 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:16:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1745, loss: 0.1745 +2024-07-17 12:42:46,676 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:16:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.1789, loss: 0.1789 +2024-07-17 12:43:10,072 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:15:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 0.1868, loss: 0.1868 +2024-07-17 12:43:33,450 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:15:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1462, loss: 0.1462 +2024-07-17 12:43:56,869 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:15:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1802, loss: 0.1802 +2024-07-17 12:44:20,298 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:14:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1697, loss: 0.1697 +2024-07-17 12:44:43,771 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:14:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1824, loss: 0.1824 +2024-07-17 12:45:07,172 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:13:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1691, loss: 0.1691 +2024-07-17 12:45:30,551 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:13:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1567, loss: 0.1567 +2024-07-17 12:45:53,971 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:13:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1481, loss: 0.1481 +2024-07-17 12:46:17,387 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:12:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1878, loss: 0.1878 +2024-07-17 12:46:40,846 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:12:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1617, loss: 0.1617 +2024-07-17 12:47:04,254 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:11:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1808, loss: 0.1808 +2024-07-17 12:47:27,641 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:11:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1618, loss: 0.1618 +2024-07-17 12:47:51,303 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:10:59, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1620, loss: 0.1620 +2024-07-17 12:48:14,697 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:10:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 0.1498, loss: 0.1498 +2024-07-17 12:48:38,047 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:10:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1586, loss: 0.1586 +2024-07-17 12:48:39,843 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-07-17 12:49:57,945 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:49:58,012 - pyskl - INFO - +top1_acc 0.8841 +top5_acc 0.9811 +2024-07-17 12:49:58,014 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8841, top5_acc: 0.9811 +2024-07-17 12:50:39,794 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:09:50, time: 0.418, data_time: 0.180, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1215, loss: 0.1215 +2024-07-17 12:51:03,155 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 5:09:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 0.1466, loss: 0.1466 +2024-07-17 12:51:26,498 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 5:09:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1228, loss: 0.1228 +2024-07-17 12:51:49,839 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 5:08:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1252, loss: 0.1252 +2024-07-17 12:52:13,203 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 5:08:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1228, loss: 0.1228 +2024-07-17 12:52:36,562 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 5:07:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1311, loss: 0.1311 +2024-07-17 12:52:59,944 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 5:07:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1454, loss: 0.1454 +2024-07-17 12:53:23,331 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 5:07:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1291, loss: 0.1291 +2024-07-17 12:53:46,740 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 5:06:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1449, loss: 0.1449 +2024-07-17 12:54:10,129 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 5:06:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1261, loss: 0.1261 +2024-07-17 12:54:33,524 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 5:05:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1286, loss: 0.1286 +2024-07-17 12:54:56,901 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 5:05:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1257, loss: 0.1257 +2024-07-17 12:55:20,269 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 5:05:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1476, loss: 0.1476 +2024-07-17 12:55:43,625 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 5:04:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1402, loss: 0.1402 +2024-07-17 12:56:07,135 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 5:04:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1225, loss: 0.1225 +2024-07-17 12:56:30,623 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 5:03:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1359, loss: 0.1359 +2024-07-17 12:56:54,099 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 5:03:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1569, loss: 0.1569 +2024-07-17 12:57:17,566 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 5:03:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1504, loss: 0.1504 +2024-07-17 12:57:41,051 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 5:02:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.1603, loss: 0.1603 +2024-07-17 12:58:04,380 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 5:02:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1462, loss: 0.1462 +2024-07-17 12:58:27,692 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 5:01:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.1470, loss: 0.1470 +2024-07-17 12:58:51,120 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 5:01:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1271, loss: 0.1271 +2024-07-17 12:59:14,577 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 5:01:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 0.1844, loss: 0.1844 +2024-07-17 12:59:38,031 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 5:00:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1285, loss: 0.1285 +2024-07-17 13:00:01,434 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 5:00:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1779, loss: 0.1779 +2024-07-17 13:00:03,233 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-07-17 13:01:20,533 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:01:20,599 - pyskl - INFO - +top1_acc 0.8905 +top5_acc 0.9827 +2024-07-17 13:01:20,603 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_115.pth was removed +2024-07-17 13:01:20,734 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2024-07-17 13:01:20,734 - pyskl - INFO - Best top1_acc is 0.8905 at 120 epoch. +2024-07-17 13:01:20,736 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8905, top5_acc: 0.9827 +2024-07-17 13:02:02,265 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 4:59:50, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1214, loss: 0.1214 +2024-07-17 13:02:25,550 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 4:59:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1399, loss: 0.1399 +2024-07-17 13:02:48,884 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 4:59:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1137, loss: 0.1137 +2024-07-17 13:03:12,285 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 4:58:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1023, loss: 0.1023 +2024-07-17 13:03:35,621 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 4:58:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1121, loss: 0.1121 +2024-07-17 13:03:58,972 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 4:57:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1120, loss: 0.1120 +2024-07-17 13:04:22,309 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 4:57:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1255, loss: 0.1255 +2024-07-17 13:04:45,623 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 4:57:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1201, loss: 0.1201 +2024-07-17 13:05:08,976 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 4:56:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1157, loss: 0.1157 +2024-07-17 13:05:32,306 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 4:56:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1223, loss: 0.1223 +2024-07-17 13:05:55,649 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 4:55:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1166, loss: 0.1166 +2024-07-17 13:06:18,978 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 4:55:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1295, loss: 0.1295 +2024-07-17 13:06:42,314 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 4:55:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1276, loss: 0.1276 +2024-07-17 13:07:05,643 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 4:54:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1134, loss: 0.1134 +2024-07-17 13:07:28,979 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 4:54:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1107, loss: 0.1107 +2024-07-17 13:07:52,510 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 4:53:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1362, loss: 0.1362 +2024-07-17 13:08:15,874 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:53:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1075, loss: 0.1075 +2024-07-17 13:08:39,236 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:53:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1359, loss: 0.1359 +2024-07-17 13:09:02,774 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:52:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1294, loss: 0.1294 +2024-07-17 13:09:26,360 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:52:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1320, loss: 0.1320 +2024-07-17 13:09:49,878 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:51:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1639, loss: 0.1639 +2024-07-17 13:10:13,241 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:51:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1460, loss: 0.1460 +2024-07-17 13:10:36,641 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:51:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1568, loss: 0.1568 +2024-07-17 13:11:00,018 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:50:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1427, loss: 0.1427 +2024-07-17 13:11:23,349 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:50:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1290, loss: 0.1290 +2024-07-17 13:11:25,144 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-07-17 13:12:42,536 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:12:42,603 - pyskl - INFO - +top1_acc 0.8894 +top5_acc 0.9822 +2024-07-17 13:12:42,605 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8894, top5_acc: 0.9822 +2024-07-17 13:13:24,317 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:49:50, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0836, loss: 0.0836 +2024-07-17 13:13:47,844 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:49:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1049, loss: 0.1049 +2024-07-17 13:14:11,391 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:49:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1074, loss: 0.1074 +2024-07-17 13:14:34,776 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:48:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1313, loss: 0.1313 +2024-07-17 13:14:58,147 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:48:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1242, loss: 0.1242 +2024-07-17 13:15:21,585 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:47:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1160, loss: 0.1160 +2024-07-17 13:15:44,920 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:47:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1274, loss: 0.1274 +2024-07-17 13:16:08,249 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:47:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1116, loss: 0.1116 +2024-07-17 13:16:31,562 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:46:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1028, loss: 0.1028 +2024-07-17 13:16:54,877 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:46:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1005, loss: 0.1005 +2024-07-17 13:17:18,214 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:45:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1349, loss: 0.1349 +2024-07-17 13:17:41,546 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:45:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1110, loss: 0.1110 +2024-07-17 13:18:04,858 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:45:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1252, loss: 0.1252 +2024-07-17 13:18:28,212 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:44:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1150, loss: 0.1150 +2024-07-17 13:18:51,539 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:44:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1328, loss: 0.1328 +2024-07-17 13:19:14,887 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:43:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1002, loss: 0.1002 +2024-07-17 13:19:38,301 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:43:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1124, loss: 0.1124 +2024-07-17 13:20:01,656 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:43:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1137, loss: 0.1137 +2024-07-17 13:20:25,080 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:42:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1223, loss: 0.1223 +2024-07-17 13:20:48,511 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:42:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1397, loss: 0.1397 +2024-07-17 13:21:11,931 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:41:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1340, loss: 0.1340 +2024-07-17 13:21:35,312 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:41:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.1403, loss: 0.1403 +2024-07-17 13:21:58,685 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:41:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1282, loss: 0.1282 +2024-07-17 13:22:22,113 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:40:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1348, loss: 0.1348 +2024-07-17 13:22:45,541 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:40:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1193, loss: 0.1193 +2024-07-17 13:22:47,346 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-07-17 13:24:04,859 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:24:04,925 - pyskl - INFO - +top1_acc 0.8970 +top5_acc 0.9828 +2024-07-17 13:24:04,928 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_120.pth was removed +2024-07-17 13:24:05,058 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2024-07-17 13:24:05,059 - pyskl - INFO - Best top1_acc is 0.8970 at 122 epoch. +2024-07-17 13:24:05,061 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8970, top5_acc: 0.9828 +2024-07-17 13:24:46,859 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:39:50, time: 0.418, data_time: 0.180, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1258, loss: 0.1258 +2024-07-17 13:25:10,190 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:39:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1088, loss: 0.1088 +2024-07-17 13:25:33,632 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:39:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1054, loss: 0.1054 +2024-07-17 13:25:57,066 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:38:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0852, loss: 0.0852 +2024-07-17 13:26:20,505 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:38:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1206, loss: 0.1206 +2024-07-17 13:26:43,918 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:37:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1114, loss: 0.1114 +2024-07-17 13:27:07,332 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:37:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1204, loss: 0.1204 +2024-07-17 13:27:30,790 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:37:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0954, loss: 0.0954 +2024-07-17 13:27:54,149 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:36:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1282, loss: 0.1282 +2024-07-17 13:28:17,565 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:36:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1079, loss: 0.1079 +2024-07-17 13:28:41,018 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:35:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0859, loss: 0.0859 +2024-07-17 13:29:04,469 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:35:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0910, loss: 0.0910 +2024-07-17 13:29:27,952 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:35:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0948, loss: 0.0948 +2024-07-17 13:29:51,408 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:34:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0968, loss: 0.0968 +2024-07-17 13:30:14,793 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:34:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0950, loss: 0.0950 +2024-07-17 13:30:38,142 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:33:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1040, loss: 0.1040 +2024-07-17 13:31:01,646 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:33:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1397, loss: 0.1397 +2024-07-17 13:31:25,174 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:33:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1246, loss: 0.1246 +2024-07-17 13:31:48,815 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:32:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1118, loss: 0.1118 +2024-07-17 13:32:12,220 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:32:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1070, loss: 0.1070 +2024-07-17 13:32:35,888 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:31:49, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0995, loss: 0.0995 +2024-07-17 13:32:59,688 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:31:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0984, loss: 0.0984 +2024-07-17 13:33:23,075 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:31:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1385, loss: 0.1385 +2024-07-17 13:33:46,483 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:30:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1004, loss: 0.1004 +2024-07-17 13:34:09,983 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:30:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0986, loss: 0.0986 +2024-07-17 13:34:11,826 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-07-17 13:35:29,472 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:35:29,539 - pyskl - INFO - +top1_acc 0.9003 +top5_acc 0.9855 +2024-07-17 13:35:29,543 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_122.pth was removed +2024-07-17 13:35:29,671 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2024-07-17 13:35:29,672 - pyskl - INFO - Best top1_acc is 0.9003 at 123 epoch. +2024-07-17 13:35:29,674 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.9003, top5_acc: 0.9855 +2024-07-17 13:36:11,322 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:29:51, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1030, loss: 0.1030 +2024-07-17 13:36:34,619 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:29:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0752, loss: 0.0752 +2024-07-17 13:36:58,223 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:29:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0702, loss: 0.0702 +2024-07-17 13:37:21,666 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:28:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0566, loss: 0.0566 +2024-07-17 13:37:45,122 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:28:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0875, loss: 0.0875 +2024-07-17 13:38:08,508 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:27:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0861, loss: 0.0861 +2024-07-17 13:38:31,908 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:27:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0914, loss: 0.0914 +2024-07-17 13:38:55,278 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:27:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 +2024-07-17 13:39:18,607 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:26:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0780, loss: 0.0780 +2024-07-17 13:39:41,949 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:26:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0868, loss: 0.0868 +2024-07-17 13:40:05,311 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:25:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0958, loss: 0.0958 +2024-07-17 13:40:28,687 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:25:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0805, loss: 0.0805 +2024-07-17 13:40:52,041 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:25:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0847, loss: 0.0847 +2024-07-17 13:41:15,392 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:24:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0820, loss: 0.0820 +2024-07-17 13:41:38,761 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:24:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0926, loss: 0.0926 +2024-07-17 13:42:02,139 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:23:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0958, loss: 0.0958 +2024-07-17 13:42:25,499 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:23:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0888, loss: 0.0888 +2024-07-17 13:42:48,958 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:23:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0821, loss: 0.0821 +2024-07-17 13:43:12,417 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:22:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0885, loss: 0.0885 +2024-07-17 13:43:35,810 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:22:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 +2024-07-17 13:43:59,180 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:21:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0875, loss: 0.0875 +2024-07-17 13:44:22,748 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:21:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0882, loss: 0.0882 +2024-07-17 13:44:46,168 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:21:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0864, loss: 0.0864 +2024-07-17 13:45:09,668 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:20:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0953, loss: 0.0953 +2024-07-17 13:45:33,183 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:20:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0792, loss: 0.0792 +2024-07-17 13:45:34,976 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-07-17 13:46:52,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:46:52,249 - pyskl - INFO - +top1_acc 0.9010 +top5_acc 0.9837 +2024-07-17 13:46:52,253 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_123.pth was removed +2024-07-17 13:46:52,387 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2024-07-17 13:46:52,388 - pyskl - INFO - Best top1_acc is 0.9010 at 124 epoch. +2024-07-17 13:46:52,390 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9010, top5_acc: 0.9837 +2024-07-17 13:47:34,364 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:19:51, time: 0.420, data_time: 0.182, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0569, loss: 0.0569 +2024-07-17 13:47:57,798 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:19:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0446, loss: 0.0446 +2024-07-17 13:48:21,181 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:19:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0729, loss: 0.0729 +2024-07-17 13:48:44,832 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:18:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0666, loss: 0.0666 +2024-07-17 13:49:08,391 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:18:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0686, loss: 0.0686 +2024-07-17 13:49:31,874 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:17:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0695, loss: 0.0695 +2024-07-17 13:49:55,341 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:17:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0535, loss: 0.0535 +2024-07-17 13:50:18,762 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:17:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2024-07-17 13:50:42,135 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:16:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2024-07-17 13:51:05,456 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:16:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0649, loss: 0.0649 +2024-07-17 13:51:28,768 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:15:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 +2024-07-17 13:51:52,141 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:15:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0800, loss: 0.0800 +2024-07-17 13:52:15,587 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:15:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0942, loss: 0.0942 +2024-07-17 13:52:38,951 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:14:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 +2024-07-17 13:53:02,325 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:14:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 +2024-07-17 13:53:25,667 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:13:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1009, loss: 0.1009 +2024-07-17 13:53:49,077 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:13:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0973, loss: 0.0973 +2024-07-17 13:54:12,493 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:13:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0822, loss: 0.0822 +2024-07-17 13:54:36,006 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:12:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0722, loss: 0.0722 +2024-07-17 13:54:59,561 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:12:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0924, loss: 0.0924 +2024-07-17 13:55:23,047 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:11:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 +2024-07-17 13:55:46,512 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:11:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1059, loss: 0.1059 +2024-07-17 13:56:09,933 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:11:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1011, loss: 0.1011 +2024-07-17 13:56:33,319 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:10:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1026, loss: 0.1026 +2024-07-17 13:56:56,704 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:10:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1011, loss: 0.1011 +2024-07-17 13:56:58,484 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-07-17 13:58:15,651 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:58:15,717 - pyskl - INFO - +top1_acc 0.8963 +top5_acc 0.9836 +2024-07-17 13:58:15,719 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8963, top5_acc: 0.9836 +2024-07-17 13:58:57,581 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:09:51, time: 0.419, data_time: 0.180, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700 +2024-07-17 13:59:20,933 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:09:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0918, loss: 0.0918 +2024-07-17 13:59:44,309 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:09:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0784, loss: 0.0784 +2024-07-17 14:00:07,726 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:08:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0655, loss: 0.0655 +2024-07-17 14:00:31,155 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:08:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 +2024-07-17 14:00:54,532 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:07:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0701, loss: 0.0701 +2024-07-17 14:01:17,914 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:07:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0774, loss: 0.0774 +2024-07-17 14:01:41,275 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 4:07:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 +2024-07-17 14:02:04,614 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 4:06:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0603, loss: 0.0603 +2024-07-17 14:02:27,950 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 4:06:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2024-07-17 14:02:51,311 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 4:05:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0673, loss: 0.0673 +2024-07-17 14:03:14,692 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 4:05:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0794, loss: 0.0794 +2024-07-17 14:03:38,074 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 4:05:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0831, loss: 0.0831 +2024-07-17 14:04:01,463 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 4:04:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0649, loss: 0.0649 +2024-07-17 14:04:24,866 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 4:04:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 +2024-07-17 14:04:48,322 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 4:03:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0668, loss: 0.0668 +2024-07-17 14:05:11,729 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 4:03:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 +2024-07-17 14:05:35,157 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 4:03:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0782, loss: 0.0782 +2024-07-17 14:05:58,587 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 4:02:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0728, loss: 0.0728 +2024-07-17 14:06:22,098 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 4:02:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0588, loss: 0.0588 +2024-07-17 14:06:45,681 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 4:01:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0682, loss: 0.0682 +2024-07-17 14:07:09,163 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 4:01:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0509, loss: 0.0509 +2024-07-17 14:07:32,626 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 4:01:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0875, loss: 0.0875 +2024-07-17 14:07:56,101 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 4:00:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0844, loss: 0.0844 +2024-07-17 14:08:19,545 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 4:00:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0882, loss: 0.0882 +2024-07-17 14:08:21,364 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-07-17 14:09:38,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:09:39,031 - pyskl - INFO - +top1_acc 0.9024 +top5_acc 0.9844 +2024-07-17 14:09:39,035 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_124.pth was removed +2024-07-17 14:09:39,168 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2024-07-17 14:09:39,168 - pyskl - INFO - Best top1_acc is 0.9024 at 126 epoch. +2024-07-17 14:09:39,170 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9024, top5_acc: 0.9844 +2024-07-17 14:10:20,810 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 3:59:51, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0574, loss: 0.0574 +2024-07-17 14:10:44,251 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 3:59:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0530, loss: 0.0530 +2024-07-17 14:11:07,701 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 3:59:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0615, loss: 0.0615 +2024-07-17 14:11:31,210 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 3:58:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0663, loss: 0.0663 +2024-07-17 14:11:54,673 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 3:58:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-07-17 14:12:18,200 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 3:57:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0512, loss: 0.0512 +2024-07-17 14:12:41,632 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 3:57:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 +2024-07-17 14:13:05,033 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 3:57:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476 +2024-07-17 14:13:28,421 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 3:56:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0459, loss: 0.0459 +2024-07-17 14:13:51,797 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 3:56:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0551, loss: 0.0551 +2024-07-17 14:14:15,159 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 3:55:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2024-07-17 14:14:38,484 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 3:55:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0552, loss: 0.0552 +2024-07-17 14:15:01,824 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 3:55:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0523, loss: 0.0523 +2024-07-17 14:15:25,187 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:54:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0548, loss: 0.0548 +2024-07-17 14:15:48,540 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:54:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 +2024-07-17 14:16:11,880 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:53:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0665, loss: 0.0665 +2024-07-17 14:16:35,248 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:53:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0599, loss: 0.0599 +2024-07-17 14:16:58,607 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:53:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0592, loss: 0.0592 +2024-07-17 14:17:22,129 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:52:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0606, loss: 0.0606 +2024-07-17 14:17:45,556 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:52:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0713, loss: 0.0713 +2024-07-17 14:18:09,160 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:51:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0653, loss: 0.0653 +2024-07-17 14:18:32,698 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:51:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0608, loss: 0.0608 +2024-07-17 14:18:56,147 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:51:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0549, loss: 0.0549 +2024-07-17 14:19:19,664 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:50:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0565, loss: 0.0565 +2024-07-17 14:19:43,206 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:50:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0550, loss: 0.0550 +2024-07-17 14:19:45,005 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-07-17 14:21:02,890 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:21:02,957 - pyskl - INFO - +top1_acc 0.8986 +top5_acc 0.9835 +2024-07-17 14:21:02,959 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.8986, top5_acc: 0.9835 +2024-07-17 14:21:44,496 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:49:51, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0533, loss: 0.0533 +2024-07-17 14:22:07,864 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:49:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0454, loss: 0.0454 +2024-07-17 14:22:31,330 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:49:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-07-17 14:22:54,758 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:48:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0592, loss: 0.0592 +2024-07-17 14:23:18,190 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:48:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0486, loss: 0.0486 +2024-07-17 14:23:41,698 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:47:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 +2024-07-17 14:24:05,493 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:47:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662 +2024-07-17 14:24:29,106 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:47:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0514, loss: 0.0514 +2024-07-17 14:24:52,586 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:46:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0475, loss: 0.0475 +2024-07-17 14:25:16,109 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:46:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0496, loss: 0.0496 +2024-07-17 14:25:39,541 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:45:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 +2024-07-17 14:26:02,925 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:45:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0454, loss: 0.0454 +2024-07-17 14:26:26,294 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:45:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0404, loss: 0.0404 +2024-07-17 14:26:49,643 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:44:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-07-17 14:27:13,012 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:44:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0578, loss: 0.0578 +2024-07-17 14:27:36,411 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:43:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 +2024-07-17 14:27:59,765 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:43:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0532, loss: 0.0532 +2024-07-17 14:28:23,104 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:43:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 +2024-07-17 14:28:46,483 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:42:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0589, loss: 0.0589 +2024-07-17 14:29:09,924 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:42:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-07-17 14:29:33,411 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:41:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 +2024-07-17 14:29:56,984 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:41:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0514, loss: 0.0514 +2024-07-17 14:30:20,583 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:41:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2024-07-17 14:30:44,108 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:40:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0491, loss: 0.0491 +2024-07-17 14:31:07,611 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:40:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0544, loss: 0.0544 +2024-07-17 14:31:09,374 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-07-17 14:32:27,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:32:27,083 - pyskl - INFO - +top1_acc 0.9014 +top5_acc 0.9847 +2024-07-17 14:32:27,085 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9014, top5_acc: 0.9847 +2024-07-17 14:33:08,336 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:39:51, time: 0.412, data_time: 0.175, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0487, loss: 0.0487 +2024-07-17 14:33:31,724 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:39:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0408, loss: 0.0408 +2024-07-17 14:33:55,101 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:39:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0520, loss: 0.0520 +2024-07-17 14:34:18,484 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:38:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 +2024-07-17 14:34:41,844 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:38:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 +2024-07-17 14:35:05,233 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:37:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 +2024-07-17 14:35:28,819 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:37:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 +2024-07-17 14:35:52,356 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:37:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0428, loss: 0.0428 +2024-07-17 14:36:15,915 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:36:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0450, loss: 0.0450 +2024-07-17 14:36:39,372 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:36:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2024-07-17 14:37:02,815 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:35:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 +2024-07-17 14:37:26,235 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:35:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0421, loss: 0.0421 +2024-07-17 14:37:49,649 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:35:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0499, loss: 0.0499 +2024-07-17 14:38:13,083 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:34:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 +2024-07-17 14:38:36,447 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:34:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0361, loss: 0.0361 +2024-07-17 14:38:59,799 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:33:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0485, loss: 0.0485 +2024-07-17 14:39:23,168 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:33:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2024-07-17 14:39:46,610 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:33:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402 +2024-07-17 14:40:10,068 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:32:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0401, loss: 0.0401 +2024-07-17 14:40:33,449 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:32:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0404, loss: 0.0404 +2024-07-17 14:40:56,812 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:31:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0406, loss: 0.0406 +2024-07-17 14:41:20,481 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:31:26, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2024-07-17 14:41:44,035 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:31:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0311, loss: 0.0311 +2024-07-17 14:42:07,663 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:30:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 +2024-07-17 14:42:31,222 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:30:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0423, loss: 0.0423 +2024-07-17 14:42:33,039 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-07-17 14:43:50,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:43:50,984 - pyskl - INFO - +top1_acc 0.8992 +top5_acc 0.9844 +2024-07-17 14:43:50,986 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.8992, top5_acc: 0.9844 +2024-07-17 14:44:32,332 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:29:51, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 +2024-07-17 14:44:55,709 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:29:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 +2024-07-17 14:45:19,112 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:29:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 +2024-07-17 14:45:42,579 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:28:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 +2024-07-17 14:46:05,975 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:28:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2024-07-17 14:46:29,375 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:27:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 +2024-07-17 14:46:52,827 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:27:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 +2024-07-17 14:47:16,383 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:27:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 +2024-07-17 14:47:39,880 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:26:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 +2024-07-17 14:48:03,286 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:26:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 +2024-07-17 14:48:26,666 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:25:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-17 14:48:50,050 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:25:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 +2024-07-17 14:49:13,450 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:25:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2024-07-17 14:49:36,850 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:24:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2024-07-17 14:50:00,247 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:24:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 +2024-07-17 14:50:23,644 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:23:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0404, loss: 0.0404 +2024-07-17 14:50:47,050 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:23:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 +2024-07-17 14:51:10,445 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:23:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 +2024-07-17 14:51:33,914 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:22:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335 +2024-07-17 14:51:57,393 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:22:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2024-07-17 14:52:20,944 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:21:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 +2024-07-17 14:52:44,451 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:21:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 +2024-07-17 14:53:07,904 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:21:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 +2024-07-17 14:53:31,457 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:20:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0370, loss: 0.0370 +2024-07-17 14:53:54,919 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:20:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0304, loss: 0.0304 +2024-07-17 14:53:56,701 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-07-17 14:55:14,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:55:14,135 - pyskl - INFO - +top1_acc 0.9069 +top5_acc 0.9850 +2024-07-17 14:55:14,139 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_126.pth was removed +2024-07-17 14:55:14,271 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2024-07-17 14:55:14,272 - pyskl - INFO - Best top1_acc is 0.9069 at 130 epoch. +2024-07-17 14:55:14,274 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9069, top5_acc: 0.9850 +2024-07-17 14:55:55,690 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:19:50, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 +2024-07-17 14:56:19,088 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:19:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 +2024-07-17 14:56:42,499 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:19:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2024-07-17 14:57:05,867 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:18:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 +2024-07-17 14:57:29,314 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:18:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 +2024-07-17 14:57:52,733 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:17:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 +2024-07-17 14:58:16,181 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:17:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2024-07-17 14:58:39,716 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:17:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 +2024-07-17 14:59:03,186 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:16:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 +2024-07-17 14:59:26,652 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:16:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 +2024-07-17 14:59:50,134 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:15:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 +2024-07-17 15:00:13,631 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:15:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2024-07-17 15:00:37,084 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:15:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2024-07-17 15:01:00,531 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:14:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 +2024-07-17 15:01:23,983 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:14:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 +2024-07-17 15:01:47,416 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:13:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2024-07-17 15:02:10,839 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:13:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2024-07-17 15:02:34,228 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:13:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 +2024-07-17 15:02:57,801 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:12:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0344, loss: 0.0344 +2024-07-17 15:03:21,244 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:12:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 +2024-07-17 15:03:44,636 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:11:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2024-07-17 15:04:08,087 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:11:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2024-07-17 15:04:31,644 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:11:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2024-07-17 15:04:55,219 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:10:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 +2024-07-17 15:05:18,793 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:10:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2024-07-17 15:05:20,565 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-07-17 15:06:38,219 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:06:38,287 - pyskl - INFO - +top1_acc 0.9064 +top5_acc 0.9838 +2024-07-17 15:06:38,289 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9064, top5_acc: 0.9838 +2024-07-17 15:07:19,887 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:09:50, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2024-07-17 15:07:43,309 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:09:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2024-07-17 15:08:06,725 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:09:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2024-07-17 15:08:30,163 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:08:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2024-07-17 15:08:53,551 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:08:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 +2024-07-17 15:09:16,928 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:07:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193 +2024-07-17 15:09:40,313 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:07:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 +2024-07-17 15:10:03,706 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:07:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2024-07-17 15:10:27,197 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:06:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 +2024-07-17 15:10:50,666 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:06:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2024-07-17 15:11:14,069 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:05:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 +2024-07-17 15:11:37,473 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 3:05:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 +2024-07-17 15:12:00,881 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 3:05:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2024-07-17 15:12:24,271 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 3:04:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 +2024-07-17 15:12:47,727 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 3:04:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2024-07-17 15:13:11,119 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 3:03:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 +2024-07-17 15:13:34,502 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 3:03:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2024-07-17 15:13:57,891 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 3:03:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 +2024-07-17 15:14:21,357 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 3:02:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2024-07-17 15:14:44,822 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 3:02:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2024-07-17 15:15:08,363 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 3:01:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2024-07-17 15:15:31,797 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 3:01:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 +2024-07-17 15:15:55,314 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 3:01:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 +2024-07-17 15:16:18,687 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 3:00:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0301, loss: 0.0301 +2024-07-17 15:16:42,073 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 3:00:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193 +2024-07-17 15:16:43,905 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-07-17 15:18:01,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:18:01,351 - pyskl - INFO - +top1_acc 0.9064 +top5_acc 0.9857 +2024-07-17 15:18:01,353 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9064, top5_acc: 0.9857 +2024-07-17 15:18:42,796 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 2:59:50, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2024-07-17 15:19:06,179 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 2:59:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 +2024-07-17 15:19:29,586 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 2:59:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 +2024-07-17 15:19:52,980 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 2:58:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 +2024-07-17 15:20:16,372 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 2:58:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2024-07-17 15:20:39,847 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 2:57:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2024-07-17 15:21:03,358 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 2:57:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2024-07-17 15:21:26,799 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 2:57:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2024-07-17 15:21:50,232 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 2:56:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2024-07-17 15:22:13,952 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 2:56:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 +2024-07-17 15:22:37,456 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:55:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0199, loss: 0.0199 +2024-07-17 15:23:00,918 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:55:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2024-07-17 15:23:24,350 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:55:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-07-17 15:23:47,800 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:54:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0187, loss: 0.0187 +2024-07-17 15:24:11,238 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:54:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2024-07-17 15:24:34,656 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:53:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191 +2024-07-17 15:24:58,100 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:53:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-07-17 15:25:21,535 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:53:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2024-07-17 15:25:45,006 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:52:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-17 15:26:08,443 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:52:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2024-07-17 15:26:31,867 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:51:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2024-07-17 15:26:55,362 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:51:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0202, loss: 0.0202 +2024-07-17 15:27:18,767 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:51:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2024-07-17 15:27:42,213 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:50:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2024-07-17 15:28:05,575 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:50:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2024-07-17 15:28:07,340 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-07-17 15:29:25,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:29:25,449 - pyskl - INFO - +top1_acc 0.9101 +top5_acc 0.9850 +2024-07-17 15:29:25,452 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_130.pth was removed +2024-07-17 15:29:25,584 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2024-07-17 15:29:25,585 - pyskl - INFO - Best top1_acc is 0.9101 at 133 epoch. +2024-07-17 15:29:25,587 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9101, top5_acc: 0.9850 +2024-07-17 15:30:07,176 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:49:50, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 +2024-07-17 15:30:30,544 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:49:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2024-07-17 15:30:53,914 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:49:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2024-07-17 15:31:17,328 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:48:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2024-07-17 15:31:40,737 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:48:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0192, loss: 0.0192 +2024-07-17 15:32:04,154 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:47:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2024-07-17 15:32:27,697 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:47:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2024-07-17 15:32:51,085 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:47:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2024-07-17 15:33:14,468 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:46:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 +2024-07-17 15:33:37,886 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:46:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0200, loss: 0.0200 +2024-07-17 15:34:01,319 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:45:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2024-07-17 15:34:24,694 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:45:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 15:34:48,090 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:45:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0142, loss: 0.0142 +2024-07-17 15:35:11,477 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:44:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0146, loss: 0.0146 +2024-07-17 15:35:34,865 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:44:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 +2024-07-17 15:35:58,272 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:43:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2024-07-17 15:36:21,645 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:43:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2024-07-17 15:36:45,030 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:43:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-17 15:37:08,518 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:42:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0194, loss: 0.0194 +2024-07-17 15:37:32,110 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:42:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2024-07-17 15:37:55,573 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:41:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-07-17 15:38:19,081 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:41:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2024-07-17 15:38:42,484 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:41:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0192, loss: 0.0192 +2024-07-17 15:39:05,811 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:40:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2024-07-17 15:39:29,193 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:40:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2024-07-17 15:39:30,958 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-07-17 15:40:48,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:40:48,755 - pyskl - INFO - +top1_acc 0.9091 +top5_acc 0.9851 +2024-07-17 15:40:48,758 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9091, top5_acc: 0.9851 +2024-07-17 15:41:30,569 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:39:49, time: 0.418, data_time: 0.179, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-17 15:41:54,027 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:39:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2024-07-17 15:42:17,397 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:39:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0200, loss: 0.0200 +2024-07-17 15:42:40,741 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:38:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2024-07-17 15:43:04,098 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:38:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 15:43:27,459 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:37:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 +2024-07-17 15:43:50,896 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:37:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-17 15:44:14,440 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:37:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2024-07-17 15:44:37,894 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:36:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-07-17 15:45:01,303 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:36:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2024-07-17 15:45:24,841 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:35:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-07-17 15:45:48,250 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:35:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 15:46:11,621 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:35:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195 +2024-07-17 15:46:34,974 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:34:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-07-17 15:46:58,301 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:34:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2024-07-17 15:47:21,623 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:33:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-07-17 15:47:44,992 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:33:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2024-07-17 15:48:08,377 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:33:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-17 15:48:31,937 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:32:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2024-07-17 15:48:55,438 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:32:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 15:49:18,900 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:31:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2024-07-17 15:49:42,412 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:31:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2024-07-17 15:50:05,871 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:31:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0146, loss: 0.0146 +2024-07-17 15:50:29,353 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:30:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2024-07-17 15:50:52,838 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:30:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0200, loss: 0.0200 +2024-07-17 15:50:54,603 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-07-17 15:52:12,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:52:12,479 - pyskl - INFO - +top1_acc 0.9087 +top5_acc 0.9854 +2024-07-17 15:52:12,482 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9087, top5_acc: 0.9854 +2024-07-17 15:52:54,238 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:29:49, time: 0.418, data_time: 0.180, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-17 15:53:17,635 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:29:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-17 15:53:41,096 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:29:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-17 15:54:04,524 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:28:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-17 15:54:27,925 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:28:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0139, loss: 0.0139 +2024-07-17 15:54:51,345 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:27:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2024-07-17 15:55:14,773 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:27:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 15:55:38,253 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:27:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-17 15:56:01,720 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:26:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-17 15:56:25,161 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:26:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-17 15:56:48,592 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:25:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0120, loss: 0.0120 +2024-07-17 15:57:12,292 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:25:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-17 15:57:35,770 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:25:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-07-17 15:57:59,257 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:24:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 15:58:22,683 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:24:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-17 15:58:46,157 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:23:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-17 15:59:09,574 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:23:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-17 15:59:32,987 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:23:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-17 15:59:56,523 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:22:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-07-17 16:00:20,024 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:22:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 16:00:43,516 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:21:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2024-07-17 16:01:07,165 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:21:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-07-17 16:01:30,775 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:21:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-17 16:01:54,277 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:20:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-17 16:02:17,733 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:20:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-17 16:02:19,507 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-07-17 16:03:36,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:03:36,996 - pyskl - INFO - +top1_acc 0.9098 +top5_acc 0.9855 +2024-07-17 16:03:36,998 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9098, top5_acc: 0.9855 +2024-07-17 16:04:18,440 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:19:48, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-17 16:04:41,793 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:19:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-17 16:05:05,226 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:19:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0125, loss: 0.0125 +2024-07-17 16:05:28,603 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:18:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0130, loss: 0.0130 +2024-07-17 16:05:51,976 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:18:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-17 16:06:15,354 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:17:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0130, loss: 0.0130 +2024-07-17 16:06:38,724 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:17:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-17 16:07:02,094 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:17:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-17 16:07:25,533 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:16:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 +2024-07-17 16:07:48,959 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:16:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0132, loss: 0.0132 +2024-07-17 16:08:12,372 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:15:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-17 16:08:35,823 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:15:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2024-07-17 16:08:59,240 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:15:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-17 16:09:22,632 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:14:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0132, loss: 0.0132 +2024-07-17 16:09:46,022 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:14:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-17 16:10:09,381 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:13:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-17 16:10:32,739 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:13:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-17 16:10:56,111 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:13:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-17 16:11:19,762 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:12:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-17 16:11:43,239 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:12:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-07-17 16:12:06,703 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:11:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-17 16:12:30,301 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:11:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-17 16:12:53,768 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:10:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2024-07-17 16:13:17,261 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:10:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-17 16:13:40,793 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:10:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-17 16:13:42,566 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-07-17 16:15:00,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:15:00,226 - pyskl - INFO - +top1_acc 0.9098 +top5_acc 0.9860 +2024-07-17 16:15:00,228 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9098, top5_acc: 0.9860 +2024-07-17 16:15:41,898 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:09:48, time: 0.417, data_time: 0.179, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2024-07-17 16:16:05,420 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:09:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-17 16:16:29,000 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:08:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-17 16:16:52,446 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:08:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-17 16:17:15,853 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:08:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-17 16:17:39,333 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:07:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-17 16:18:02,810 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:07:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-07-17 16:18:26,255 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:06:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-17 16:18:49,705 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:06:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-17 16:19:13,345 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:06:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-17 16:19:36,939 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:05:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-17 16:20:00,415 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:05:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-07-17 16:20:23,914 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:04:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-17 16:20:47,407 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:04:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-17 16:21:10,906 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:04:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2024-07-17 16:21:34,416 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:03:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-17 16:21:57,879 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 2:03:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 +2024-07-17 16:22:21,326 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 2:02:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-17 16:22:44,875 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 2:02:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-17 16:23:08,366 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 2:02:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-17 16:23:31,861 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 2:01:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-17 16:23:55,383 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 2:01:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-17 16:24:18,870 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 2:00:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-17 16:24:42,332 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 2:00:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-17 16:25:05,874 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 2:00:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-17 16:25:07,660 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-07-17 16:26:25,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:26:25,378 - pyskl - INFO - +top1_acc 0.9080 +top5_acc 0.9856 +2024-07-17 16:26:25,381 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9080, top5_acc: 0.9856 +2024-07-17 16:27:06,914 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 1:59:47, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-17 16:27:30,378 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 1:59:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 16:27:53,841 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 1:58:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-17 16:28:17,312 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 1:58:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-07-17 16:28:40,760 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 1:58:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-17 16:29:04,139 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 1:57:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-07-17 16:29:27,516 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:57:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 16:29:50,901 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:56:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-17 16:30:14,377 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:56:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-17 16:30:37,819 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:56:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-17 16:31:01,452 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:55:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0125, loss: 0.0125 +2024-07-17 16:31:24,952 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:55:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-17 16:31:48,403 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:54:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-17 16:32:11,934 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:54:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-07-17 16:32:35,330 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:54:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-17 16:32:58,712 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:53:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2024-07-17 16:33:22,088 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:53:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-17 16:33:45,499 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:52:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 +2024-07-17 16:34:08,905 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:52:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-17 16:34:32,298 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:52:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-17 16:34:55,806 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:51:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0132, loss: 0.0132 +2024-07-17 16:35:19,238 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:51:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-17 16:35:42,568 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:50:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 16:36:05,955 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:50:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0139, loss: 0.0139 +2024-07-17 16:36:29,304 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:50:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-17 16:36:31,108 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-07-17 16:37:48,635 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:37:48,702 - pyskl - INFO - +top1_acc 0.9099 +top5_acc 0.9853 +2024-07-17 16:37:48,704 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9099, top5_acc: 0.9853 +2024-07-17 16:38:30,302 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:49:46, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-17 16:38:53,908 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:49:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-17 16:39:17,369 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:48:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-07-17 16:39:40,814 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:48:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-17 16:40:04,300 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:48:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-17 16:40:27,717 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:47:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-17 16:40:51,063 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:47:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 +2024-07-17 16:41:14,418 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:46:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-17 16:41:37,797 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:46:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-07-17 16:42:01,200 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:46:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-17 16:42:24,640 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:45:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 16:42:48,153 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:45:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-17 16:43:11,623 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:44:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-17 16:43:35,064 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:44:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-07-17 16:43:58,520 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:44:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-17 16:44:21,930 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:43:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-17 16:44:45,381 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:43:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-17 16:45:08,958 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:42:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-17 16:45:32,480 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:42:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-07-17 16:45:56,045 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:42:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-17 16:46:19,538 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:41:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 +2024-07-17 16:46:43,154 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:41:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-17 16:47:06,672 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:40:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-17 16:47:30,153 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:40:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-17 16:47:53,654 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:40:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-17 16:47:55,451 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-07-17 16:49:12,979 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:49:13,046 - pyskl - INFO - +top1_acc 0.9114 +top5_acc 0.9860 +2024-07-17 16:49:13,050 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_133.pth was removed +2024-07-17 16:49:13,181 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2024-07-17 16:49:13,181 - pyskl - INFO - Best top1_acc is 0.9114 at 140 epoch. +2024-07-17 16:49:13,183 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9114, top5_acc: 0.9860 +2024-07-17 16:49:54,637 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:39:46, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-17 16:50:17,983 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:39:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 16:50:41,485 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:38:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-17 16:51:04,904 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:38:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-17 16:51:28,300 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:38:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-07-17 16:51:51,777 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:37:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-17 16:52:15,221 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:37:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0146, loss: 0.0146 +2024-07-17 16:52:38,632 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:36:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-17 16:53:02,058 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:36:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-17 16:53:25,549 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:36:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 +2024-07-17 16:53:48,990 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:35:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-17 16:54:12,479 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:35:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-17 16:54:35,912 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:34:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0125, loss: 0.0125 +2024-07-17 16:54:59,344 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:34:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-17 16:55:22,723 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:34:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-17 16:55:46,145 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:33:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-17 16:56:09,520 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:33:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-17 16:56:32,976 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:32:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-17 16:56:56,403 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:32:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 +2024-07-17 16:57:19,795 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:32:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 16:57:43,217 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:31:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 16:58:06,828 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:31:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-17 16:58:30,389 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:30:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-17 16:58:53,997 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:30:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 16:59:17,612 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:30:09, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-17 16:59:19,415 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-07-17 17:00:36,908 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:00:36,976 - pyskl - INFO - +top1_acc 0.9089 +top5_acc 0.9864 +2024-07-17 17:00:36,978 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9089, top5_acc: 0.9864 +2024-07-17 17:01:18,471 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:29:45, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-17 17:01:41,809 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:29:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-17 17:02:05,163 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:28:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-17 17:02:28,717 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:28:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-17 17:02:52,219 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:28:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-17 17:03:15,698 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:27:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-17 17:03:39,175 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:27:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-17 17:04:02,666 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:26:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-17 17:04:26,201 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:26:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-17 17:04:49,663 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:26:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-17 17:05:13,116 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:25:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-17 17:05:36,538 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:25:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-17 17:06:00,191 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:24:57, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-17 17:06:23,774 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:24:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 17:06:47,211 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:24:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 17:07:10,664 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:23:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-17 17:07:34,168 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:23:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-17 17:07:57,645 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:22:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-17 17:08:21,136 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:22:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-17 17:08:44,583 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:22:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-17 17:09:08,082 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:21:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-17 17:09:31,530 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:21:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-17 17:09:54,938 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:20:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-17 17:10:18,402 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:20:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-17 17:10:41,839 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:20:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-17 17:10:43,696 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-07-17 17:12:01,466 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:12:01,534 - pyskl - INFO - +top1_acc 0.9111 +top5_acc 0.9860 +2024-07-17 17:12:01,536 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9111, top5_acc: 0.9860 +2024-07-17 17:12:43,072 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:19:44, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-17 17:13:06,464 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:19:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-17 17:13:29,876 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:18:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-17 17:13:53,260 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:18:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-17 17:14:16,710 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:18:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-17 17:14:40,210 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:17:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 17:15:03,647 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:17:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-17 17:15:27,135 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:16:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-17 17:15:50,492 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:16:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-17 17:16:13,853 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:16:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 17:16:37,304 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:15:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 17:17:00,710 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:15:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-17 17:17:24,209 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:14:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-17 17:17:47,726 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:14:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-17 17:18:11,240 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:14:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 17:18:34,768 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:13:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-17 17:18:58,200 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:13:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-17 17:19:21,659 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:12:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-07-17 17:19:45,221 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:12:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 17:20:08,707 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:12:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-17 17:20:32,303 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:11:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-17 17:20:55,827 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:11:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-17 17:21:19,224 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:10:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-17 17:21:42,619 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:10:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-17 17:22:06,081 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:10:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 17:22:07,863 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-07-17 17:23:25,287 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:23:25,354 - pyskl - INFO - +top1_acc 0.9104 +top5_acc 0.9858 +2024-07-17 17:23:25,356 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9104, top5_acc: 0.9858 +2024-07-17 17:24:06,990 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:09:43, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-17 17:24:30,294 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:09:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 17:24:53,597 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:08:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-17 17:25:16,927 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:08:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-17 17:25:40,438 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:08:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-17 17:26:03,983 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:07:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-17 17:26:27,405 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:07:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-17 17:26:50,857 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:06:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-17 17:27:14,437 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:06:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-17 17:27:37,996 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:06:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-17 17:28:01,412 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:05:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 17:28:24,804 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:05:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-17 17:28:48,224 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:04:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-17 17:29:11,802 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:04:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-17 17:29:35,256 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:04:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-17 17:29:58,719 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:03:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-17 17:30:22,187 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:03:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 17:30:45,724 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:02:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-17 17:31:09,222 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:02:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 +2024-07-17 17:31:32,712 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:02:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-17 17:31:56,293 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:01:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-17 17:32:19,801 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:01:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-17 17:32:43,265 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:00:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-17 17:33:06,726 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:00:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-17 17:33:30,252 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:00:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-17 17:33:32,037 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-07-17 17:34:49,431 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:34:49,497 - pyskl - INFO - +top1_acc 0.9108 +top5_acc 0.9862 +2024-07-17 17:34:49,500 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9108, top5_acc: 0.9862 +2024-07-17 17:35:30,993 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 0:59:42, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 17:35:54,414 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 0:59:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-17 17:36:17,809 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 0:58:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 +2024-07-17 17:36:41,190 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:58:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-17 17:37:04,585 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:58:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-17 17:37:27,991 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:57:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-17 17:37:51,407 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:57:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-17 17:38:14,843 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:56:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-17 17:38:38,293 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:56:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 17:39:01,823 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:56:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-17 17:39:25,308 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:55:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-17 17:39:48,745 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:55:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 17:40:12,208 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:54:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-17 17:40:35,593 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:54:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-17 17:40:59,118 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:54:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-17 17:41:22,597 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:53:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 17:41:46,088 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:53:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-17 17:42:09,575 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:52:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-17 17:42:33,055 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:52:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 17:42:56,533 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:52:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-17 17:43:20,003 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:51:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 17:43:43,487 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:51:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-17 17:44:06,894 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:50:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-17 17:44:30,361 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:50:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-17 17:44:53,792 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:50:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 17:44:55,562 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-07-17 17:46:13,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:46:13,136 - pyskl - INFO - +top1_acc 0.9114 +top5_acc 0.9863 +2024-07-17 17:46:13,138 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9114, top5_acc: 0.9863 +2024-07-17 17:46:54,664 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:49:41, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-17 17:47:18,105 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:49:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-17 17:47:41,535 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:48:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-17 17:48:04,968 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:48:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 17:48:28,379 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:48:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-17 17:48:51,809 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:47:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-17 17:49:15,303 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:47:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 17:49:38,774 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:46:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-17 17:50:02,269 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:46:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 17:50:25,760 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:46:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-17 17:50:49,302 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:45:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-17 17:51:12,822 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:45:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-17 17:51:36,248 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:44:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-17 17:51:59,632 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:44:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-17 17:52:23,038 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:44:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-17 17:52:46,479 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:43:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 17:53:10,044 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:43:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-17 17:53:33,531 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:42:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-17 17:53:57,226 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:42:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-17 17:54:20,753 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:42:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-17 17:54:44,206 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:41:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-17 17:55:07,752 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:41:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-07-17 17:55:31,211 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:40:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 17:55:54,663 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:40:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 17:56:18,180 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:40:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-17 17:56:19,959 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-07-17 17:57:37,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:57:37,662 - pyskl - INFO - +top1_acc 0.9104 +top5_acc 0.9863 +2024-07-17 17:57:37,664 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9104, top5_acc: 0.9863 +2024-07-17 17:58:19,413 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:39:40, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-17 17:58:42,776 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:39:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-17 17:59:06,154 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:38:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-17 17:59:29,537 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:38:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 17:59:52,908 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:38:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0120, loss: 0.0120 +2024-07-17 18:00:16,245 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:37:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-17 18:00:39,583 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:37:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-17 18:01:02,985 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:36:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 18:01:26,333 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:36:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-17 18:01:49,718 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:36:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-17 18:02:13,111 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:35:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-17 18:02:36,698 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:35:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-17 18:03:00,128 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:34:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 18:03:23,605 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:34:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 18:03:47,012 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:34:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 18:04:10,423 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:33:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-17 18:04:34,020 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:33:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-17 18:04:57,491 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:32:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 18:05:21,085 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:32:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 18:05:44,667 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:32:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-17 18:06:08,139 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:31:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-17 18:06:31,624 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:31:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 18:06:55,124 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:30:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-17 18:07:18,536 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:30:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 18:07:42,036 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:30:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-17 18:07:43,819 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-07-17 18:09:01,143 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 18:09:01,209 - pyskl - INFO - +top1_acc 0.9116 +top5_acc 0.9864 +2024-07-17 18:09:01,213 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_140.pth was removed +2024-07-17 18:09:01,344 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2024-07-17 18:09:01,344 - pyskl - INFO - Best top1_acc is 0.9116 at 147 epoch. +2024-07-17 18:09:01,347 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9116, top5_acc: 0.9864 +2024-07-17 18:09:42,960 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:29:39, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-17 18:10:06,294 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:29:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 18:10:29,623 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:28:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-17 18:10:52,966 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:28:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 18:11:16,324 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:28:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-17 18:11:39,695 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:27:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-17 18:12:03,072 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:27:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-17 18:12:26,415 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:26:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-17 18:12:49,959 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:26:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-17 18:13:13,395 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:26:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-17 18:13:36,841 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:25:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-17 18:14:00,286 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:25:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-17 18:14:23,781 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:24:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-17 18:14:47,184 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:24:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-17 18:15:10,519 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:24:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-17 18:15:33,883 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:23:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-17 18:15:57,418 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:23:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-17 18:16:20,840 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:22:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-17 18:16:44,537 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:22:27, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-17 18:17:08,104 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:22:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-17 18:17:31,534 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:21:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-17 18:17:54,938 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:21:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 18:18:18,355 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:20:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-17 18:18:41,794 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:20:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 18:19:05,327 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:20:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-17 18:19:07,103 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-07-17 18:20:24,550 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 18:20:24,617 - pyskl - INFO - +top1_acc 0.9122 +top5_acc 0.9860 +2024-07-17 18:20:24,621 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_147.pth was removed +2024-07-17 18:20:24,751 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2024-07-17 18:20:24,752 - pyskl - INFO - Best top1_acc is 0.9122 at 148 epoch. +2024-07-17 18:20:24,754 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9122, top5_acc: 0.9860 +2024-07-17 18:21:06,427 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:19:38, time: 0.417, data_time: 0.179, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-17 18:21:29,851 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:19:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-17 18:21:53,241 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:18:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 18:22:16,615 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:18:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-17 18:22:39,984 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:18:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 18:23:03,381 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:17:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-17 18:23:26,876 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:17:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-17 18:23:50,333 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:16:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-17 18:24:13,751 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:16:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-17 18:24:37,187 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:16:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-17 18:25:00,612 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:15:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-17 18:25:24,003 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:15:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 18:25:47,413 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:14:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-17 18:26:10,876 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:14:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-17 18:26:34,322 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:14:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-17 18:26:57,781 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:13:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-17 18:27:21,232 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:13:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-17 18:27:44,779 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:12:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-17 18:28:08,374 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-17 18:28:31,859 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:12:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-17 18:28:55,378 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-17 18:29:18,798 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:11:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 18:29:42,279 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:10:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-17 18:30:05,700 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 18:30:29,391 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:10:02, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-17 18:30:31,160 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-07-17 18:31:48,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 18:31:48,677 - pyskl - INFO - +top1_acc 0.9108 +top5_acc 0.9860 +2024-07-17 18:31:48,679 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9108, top5_acc: 0.9860 +2024-07-17 18:32:30,325 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:37, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 18:32:53,811 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:09:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-17 18:33:17,330 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:08:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-17 18:33:40,793 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-17 18:34:04,212 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:08:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 18:34:27,627 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-17 18:34:51,025 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:07:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-17 18:35:14,407 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 18:35:37,812 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-17 18:36:01,234 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:06:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-17 18:36:24,903 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 18:36:48,562 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-17 18:37:12,104 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-17 18:37:35,706 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-17 18:37:59,323 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:04:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-17 18:38:22,755 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-17 18:38:46,307 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-17 18:39:09,992 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:49, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-17 18:39:33,614 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-17 18:39:57,125 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:02:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 18:40:20,700 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 18:40:44,408 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 18:41:08,069 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:49, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-17 18:41:31,572 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-17 18:41:55,129 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-17 18:41:56,904 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-07-17 18:43:14,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 18:43:14,537 - pyskl - INFO - +top1_acc 0.9104 +top5_acc 0.9859 +2024-07-17 18:43:14,539 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9104, top5_acc: 0.9859 +2024-07-17 18:43:22,355 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-17 18:53:31,577 - pyskl - INFO - Testing results of the last checkpoint +2024-07-17 18:53:31,578 - pyskl - INFO - top1_acc: 0.9128 +2024-07-17 18:53:31,578 - pyskl - INFO - top5_acc: 0.9860 +2024-07-17 18:53:31,578 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/ntu60_xsub/k_2/best_top1_acc_epoch_148.pth +2024-07-17 19:03:36,978 - pyskl - INFO - Testing results of the best checkpoint +2024-07-17 19:03:36,979 - pyskl - INFO - top1_acc: 0.9138 +2024-07-17 19:03:36,979 - pyskl - INFO - top5_acc: 0.9868